68 companies sell AI to HR, finance and operations teams that plan headcount, hiring and capacity. This map shows what each one sells across the five stages of workforce planning, and 140 dated events since May 2025: 98 product launches, 25 of them agents that do multi-step work or run on their own. Each event links to its source.
We read each company’s own site, press releases and changelogs, and the trade press, between 7 November 2026, and logged what shipped between 1 May 2025 and 7 November 2026. Nothing here is a ranking: a launch count measures how much a company announces, not how good its product is.
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Finance and connected-planning platforms that model headcount, quotas or supply alongside the budget, now with AI forecasts and agents.
Report on the workforce and on hiring, forecast headcount, map skills, with natural-language questions and agents.
Forecast labor demand and build shift schedules for hourly and frontline teams, with AI that fills and rebalances shifts.
Staff projects and track capacity and utilization for engineering, services and project teams.
Map the skills a workforce has and needs, and move people into open roles, gigs and projects.
Payroll, HR records and talent suites that now build or buy AI recruiting and HR agents.
Six things the data shows, from 68 companies and 98 AI launches between May 2025 and early November 2026. Every claim links to its source.
The 13 business planning platforms shipped 25 AI launches, more than any other category on the map. Some of their agents now build the planning model itself. Pigment's Modeler Agent builds a model from a plain-language description of the outcome. Abacum's Modeler turns a prompt or a spreadsheet into a live model, and a headcount plan is one of its examples. A person reviews the proposed model and approves it. Other AI explains the plan. Anaplan's Workforce Analyst identifies workforce risks and the impact of headcount decisions.
Investors are paying for the category. Pigment raised a $250 million Series E at a $2.3 billion valuation in October 2026. Hg completed its $6.4 billion purchase of OneStream in April 2026. The same platforms plan more than headcount. Anaplan and Pigment are also on the AI compensation software map, and Board joins them on the AI supply chain planning software map.
The HR suites are moving toward the same plan from the other side. Workday's Decision Intelligence lets HR teams test whether a plan for 50 new hires is still needed. Dayforce says buying Agentnoon sped up the release of its Strategic Workforce Planning.
Of the 98 AI launches, 25 (26%) are agents or always-on AI, and 14 companies have shipped at least one. A third of those launches come from the 15 companies that staff projects for services firms and builders. Kantata's Resourcing Agent finds overbooked people and can recommend or run fixes, such as shifting hours. A person sets its rules and reviews the flagged risks and changes. Certinia added 14 agents to Veda in September 2026. The same release lists resume-to-skills parsing and ranked resource recommendations, and a person reviews the agents' output. Bridgit, which sells to construction contractors, launched five agents that build teams and find assignments. A person reviews, adjusts and confirms what they recommend.
Of the companies on the map, 19 are built for hourly or frontline teams, and most of their AI suggests rather than acts. Humanforce's Smart Scheduling forecasts staffing from sales, weather and bookings, fills the shifts and checks award rules. Managers review and approve the roster, and each employer chooses how much to automate. Planday's Intelligent Shift Assignment ranks the best matches for each shift and flags compliance issues. Both are in beta. WorkJam is the only one of these companies that has shipped always-on AI. Its autonomous AI assigns tasks to people on shift through the day, and managers can override any decision.
Independent skills vendors are being bought. SAP agreed to buy TechWolf to power skills mapping and workforce planning in SuccessFactors. Docebo bought 365Talents for about $54.6 million. Pearson agreed to buy Workera, and the parent of the University of Phoenix agreed to buy Fuel50. Lightcast, the labor market data company, bought Rhetorik, Skill Collective and Simply in 2025. Rhetorik brought more than 800 million professional profiles.
Several vendors now plan at the level of the task. Reejig's Work Architecture breaks jobs into tasks and flags the ones AI can automate or augment. Fuel50's Task Intelligence grades each task from automated to strategically human. TechWolf's job architecture agent reached general availability in July 2026, and it finds where work can be automated or augmented.
Two vendors have announced tools that plan AI agents alongside people. Planview announced agent resource management in May 2026. It adds agents and their cost, including compute and token spend, to the resource model. The release says it is available from fall 2026 with early access. Dayforce unveiled scenario modeling in October 2026 that covers skills, capacity, structure and cost across people and AI agents. The map lists both launches as announced.
In the window, 21 companies shipped an MCP server, an agent API or an app inside ChatGPT, Claude or Copilot. Visier opened its people data to outside agents in November 2025, checked against each customer's permissions. Cube's financial model and TalentGuard's role profiles are in Claude's connector directory. Planday lets managers draft shifts and reassign staff from ChatGPT or Claude, with the user's confirmation, in early access. Planful's server is read-only, and it lists workforce data as still on the way.
How many companies in each category sell each AI capability today, read from their own sites. Darker cells mean a larger share of the category sells it. Hover a cell for the count.
| Capability | All | Business planning platforms | HR analytics and workforce planning | Workforce management and scheduling | Resource management and capacity | Skills intelligence and internal mobility | HR suites and HRIS |
|---|---|---|---|---|---|---|---|
| Companies | 68 | 13 | 13 | 12 | 15 | 8 | 7 |
| Assistant | 41 | 8 | 7 | 8 | 9 | 4 | 5 |
| Named agent | 38 | 12 | 8 | 5 | 7 | 1 | 5 |
| Workforce analytics | 37 | 10 | 11 | 4 | 3 | 5 | 4 |
| MCP or agent API | 29 | 8 | 8 | 1 | 10 | 2 | |
| Scenario modeling | 23 | 7 | 7 | 1 | 5 | 3 | |
| Skills inventory | 21 | 8 | 2 | 8 | 3 | ||
| Labor demand forecasting | 19 | 2 | 8 | 4 | 5 | ||
| Shift scheduling | 18 | 11 | 7 | ||||
| Headcount and hiring plans | 17 | 9 | 5 | 1 | 2 | ||
| Workforce cost | 14 | 3 | 7 | 4 | |||
| Project staffing | 10 | 10 | |||||
| Org design | 9 | 5 | 1 | 3 | |||
| Internal mobility | 7 | 6 | 1 | ||||
| Capacity and utilization | 7 | 7 | |||||
| Labor market data | 5 | 5 |
The launches where the AI does more than draft or suggest: 25 in the window, 6 of them always-on. Each row says what a person still does, where the vendor says it.
| Date | Company | Launch |
|---|---|---|
| 2 Nov 2026 | AbacumBusiness planning platforms | Abacum launches Abra, an orchestrating AI agent Agent Abacum launched Abra, an orchestrating agent that coordinates Modeler, Analyst, Reporter and Data Manager agents. It is "available today to all Abacum customers as standard functionality". Human role: Approves proposed changes |
| 20 Oct 2026 | HomebaseWorkforce management and scheduling | Homebase announces Homebase Assistant for hourly teams Agent announced Homebase Assistant helps with scheduling, payroll timecard checks, job posts, finding replacements for uncovered shifts and screening candidates. SiliconANGLE reports: 'None of them is contacted before the owner gives the go-ahead.' Homebase's own assistant page offers a waitlist. Human role: Owner gives the go-ahead before staff are contacted and reviews schedules and job posts |
| 13 Oct 2026 | AbacumBusiness planning platforms | Abacum launches Modeler, an agentic modeling agent Agent Abacum launched Modeler, "an AI agent that brings Agentic Modeling to finance teams". It turns prompts or spreadsheets into live business models and is available to all customers at no extra cost. A headcount plan is one of its examples. Human role: Reviews the proposed model and approves it |
| 6 Oct 2026 | VenaBusiness planning platforms | Vena launches the Analytics Agent in open beta and expands MCP Agent beta Vena's new Analytics Agent does multi-step financial analysis on the live Vena model and builds context over time. It is in open beta, with general availability expected later in October 2026. Vena MCP gains scheduled automations and desktop AI workflows. Human role: Reviews the logic, corrects inputs and reruns |
| 30 Sep 2026 | KantataResource management and capacity | Kantata adds Agent Studio Agent Agent Studio lets firms describe a job in plain language and have the Expertise Agent build and test a custom agent that a person or workflow can trigger. Human role: Describes the job, publishes the agent and triggers it |
| 18 Sep 2026 | ProphixBusiness planning platforms | Prophix unveils the Autonomous Planning Agent in its Fall 2026 release Agent FF News reports Prophix launched the Prophix One Autonomous Planning Agent, "built to automate recurring FP&A processes through governed workflows", with people kept in the review loop. Human role: Keeps human-in-the-loop oversight of delegated tasks |
| 10 Sep 2026 | cfo.aiBusiness planning platforms | cfo.ai launches Ari, a proactive AI CFO for founders Always-on Ari connects to accounting, payroll, banking and CRM systems and keeps a live financial model. Founders can ask it to analyze hiring plans and model their financial impact. Human role: Reads alerts and decides what to do |
| 9 Sep 2026 | CertiniaResource management and capacity | Certinia expands Veda with 14 agents and MCP access Agent The largest Veda expansion adds 14 agents and raises Veda Intelligent Actions from 64 to 135, including resume-to-skills parsing and ranked resource recommendations. Actions run natively, in Agentforce, or through MCP in Claude and Copilot. Human role: Reviews agent output and sets policies |
| 29 Jul 2026 | BridgitResource management and capacity | Bridgit launches five AI agents and Bridgit MCP Agent Team Builder, Assignment Finder, Project Change Digest, Project Org Chart and Workforce Brief move Bridgit AI from answers to tasks. Bridgit MCP connects Claude, ChatGPT, Copilot and Gemini to live Bridgit data. Human role: Reviews, adjusts and confirms recommendations |
| 13 Jul 2026 | WorkJamWorkforce management and scheduling | WorkJam launches autonomous AI that runs frontline work in real time Always-on WorkJam added an autonomous AI layer that assigns the right task to the right person on shift, reprioritizes through the day, confirms completion and learns at store, district and region level. It works inside shift, certification and labor-rule limits, managers can override any decision, and every decision is logged. The AI Task Priority Engine was announced for the second half of 2026. Human role: Overrides decisions and reviews the audit log |
| 25 Jun 2026 | ChartHopHR analytics and workforce planning | ChartHop adds a cost view to Scenarios and AI Pro agents in Slack and Teams Agent The new Impact tab in Scenarios gives Finance and HR one view of a hiring plan's full cost. AI Pro agents run in Slack and Teams with each employee's own permissions, and sensitive actions need approval. Human role: approves sensitive actions |
| 21 Jun 2026 | NakisaHR analytics and workforce planning | Nakisa MCP supported across its product suite Agent Any MCP-compatible agent can work in Nakisa Workforce Planning, Lease Accounting, IWMS and NDI under the user's identity, with approval workflows and an audit trail. No extra charge for existing subscribers. Human role: approves sensitive operations |
| 16 Jun 2026 | KantataResource management and capacity | Kantata launches the Expertise Agent Agent The Expertise Agent takes natural-language goals, can create agents to coordinate project, resource and finance systems, and staffs teams by skills and capacity. Human role: Sets the goal, and reviews plans, changes and customer messages |
| 8 Jun 2026 | UKGHR suites and HRIS | UKG adds agentic orchestration with Dynamic Workforce Operations Always-on announced UKG added Dynamic Workforce Operations, with Live Schedule and Live Coverage that flags overtime, missed-break and schedule-adherence risks before they become costly exceptions, and a Workforce Intelligence Hub that unifies real-time data with frontline insights. Human role: A manager decides and acts on each alert. |
| 11 May 2026 | ProductiveResource management and capacity | Productive 5.0 adds AI Agents and MCP server support Agent beta Agents handle entire tasks or work areas autonomously within set limits. The release also adds Skills, AI Notetaker, AI time tracking, Connectors and MCP server support. It rolled out as a limited-access beta. Human role: Defines agent limits and reviews results |
| 4 May 2026 | PlanviewResource management and capacity | Planview announces agent resource management Agent announced The capability adds AI agents and their cost, including compute and token spend, to the Planview resource model, with PM, Backlog and Forecasting agents. Available from Fall 2026 with early access. Human role: Sets agent limits, and approves escalations |
| 28 Apr 2026 | GloatSkills intelligence and internal mobility | Gloat Agentic HR available in Microsoft 365 Copilot and Teams Agent Gloat's Copilot Agent and Teams app are listed in the Microsoft Agent Store and Microsoft Marketplace. The article says Agentic HR is generally available to enterprises worldwide and lists prebuilt agent types including workforce planning, redeployment and succession planning. Human role: Person approves actions through HCM approval chains |
| 22 Apr 2026 | ProphixBusiness planning platforms | Prophix releases a second wave of Prophix One agents Agent Prophix said Prophix Copilot for Microsoft Teams and the Architect Agent are available now to all Prophix One customers. The Consolidation Agent was due in Spring 2026. Human role: Validates the generated model before use |
| 15 Apr 2026 | CertiniaResource management and capacity | Certinia launches Veda Agent Veda is a suite of packaged agents and intelligent actions across estimation, resourcing, delivery, finance and customer success. Certinia says it is available today. Human role: Resource managers review proposed replacements; sets policies |
| 31 Mar 2026 | GloatSkills intelligence and internal mobility | Gloat introduces Agentic HR on its Loomra engine Agent announced Gloat launched Agentic HR: agents built with the business rules and security already set up in Workday, SAP SuccessFactors or Oracle, running in Microsoft Copilot, Teams, Slack and other AI apps, plus an agent builder. Bersin lists agents already built for workforce redeployment, career development, internal talent sourcing, succession planning and learning. Human role: Person approves actions through HCM approval chains |
| 24 Mar 2026 | ChartHopHR analytics and workforce planning | ChartHop launches AI Pro with agentic actions and MCP Always-on beta AI Pro adds agents that carry out multistep tasks such as starting headcount approvals, custom agents that watch span of control and forecast budget alignment, and MCP support. Early access through customer success. Human role: approves the headcount requests agents start |
| 4 Mar 2026 | PigmentBusiness planning platforms | Pigment launches AI Intent Modeling with the Modeler Agent Agent Pigment launched AI Intent Modeling: teams "describe the outcome they want in natural language" and the patent-pending Modeler Agent builds "governed, production ready models and applications". The Modeler Agent is generally available; access is requested through a customer success manager. Human role: Describes the outcome and refines the model |
| 7 Jan 2026 | WorkJamWorkforce management and scheduling | WorkJam major release adds AI workflow automation and agent experiences Always-on WorkJam's January release builds AI into workflows: it triggers tasks, flags exceptions without waiting for a user to ask, enforces SOPs and connects to other systems to resolve issues, with contextual agent experiences. WorkJam positions it as respecting compliance and non-compensatory time. Agent-to-agent orchestration was planned for Q1 2026. Human role: sets the workflows and rules |
| 24 Sep 2025 | KantataResource management and capacity | Kantata launches the Resourcing Agent Agent The agent analyzes project and staffing data for overallocation, misaligned timelines and budget overruns, and can recommend or run fixes such as shifting hours. It is available to all Kantata OX customers. Human role: Sets the rules, and reviews flagged risks and changes |
| 12 Aug 2025 | LightcastHR analytics and workforce planning | Lightcast launches Skills Agent Always-on Skills Agent continuously updates skill-to-job links in Talent Transform from labor market data and justifies each recommendation. Lightcast says current skills data supports redeployment, workforce planning and internal mobility. Human role: Not stated on the page |
Core means the product is built on that stage of workforce planning. Partial means the stage is present, secondary or bolted on. An empty cell means we did not find it on the company’s own site, not that it cannot exist. Open a row for its AI and its dated updates.
| Company | What it does | Forecast | Plan | Skills | Allocate | Track | Updates |
|---|---|---|---|---|---|---|---|
Business planning platforms13 | |||||||
| AnaplanBusiness planning platformsProjectsOwned by Thoma Bravo (acquisition completed 2022-06-22, about US$10.4 billion)Suggest an edit | "The decision infrastructure for the Agentic Enterprise." Anaplan sells connected planning with an Operational Workforce Planning application for positions, requisitions and cost, plus Contact Center Planning and Project Resource Planning apps. Finance, HR and operations teams at large enterprises buy it. The AI is Anaplan Workforce Analyst, an agent for workforce risks and headcount decisions.AI and updates (2)Anaplan Workforce Analyst is "your AI agent for smarter workforce planning" and sits inside the Operational Workforce Planning app. It answers questions, forecasts trends and starts workflows. It is one of four role-based agents, with CoModeler, Custom Analyst and Agent Studio added in 2026. AI capabilities: Named agent, Workforce analytics, Assistant, Headcount and hiring plans, Scenario modeling Homepage lists a Project Resource Planning application; the 2026-03-27 release names Contact Center Planning and Project Resource Planning among 12 new applications.
| Partial | Core | Partial | Partial | 2 | |
| OneStreamBusiness planning platformsOwned by Hg (acquisition completed 2026-04-01)Suggest an edit | "The AI operating system for modern Finance." OneStream sells a Workforce Planning solution built on its Line Item Modeling engine: position-based plans, compensation logic, transfers and reusable drivers for salary, benefits and tax. Finance, HR and operations teams buy it. The page says users can "engage directly with live workforce data" through AI chat.AI and updates (5)SensibleAI Agents (reporting, analysis, search, and a Forecast Agent) became generally available in May 2026, with a Finance Agentic Layer that opens OneStream data to Copilot, ChatGPT, Claude and Gemini over MCP. The workforce page cites AI chat only; it does not name an HR agent. AI capabilities: Named agent, Workforce analytics, Assistant, MCP or agent API
| Partial | Core | Partial | 5 | ||
| BoardBusiness planning platformsFAQ: "trusted by 2,000+ organizations worldwide"; privately held.Suggest an edit | "THE AGENTIC PLANNING PLATFORM." Board sells HR Workforce Planning: headcount and HR cost budgets and rolling forecasts, scenario tests of org charts, and short-term labor capacity forecasts. HR, finance and operations teams buy it. Its named AI agents cover finance, supply chain and merchandising, not HR.AI and updates (2)Board Agents (FP&A, Controller, Merchandiser, Supply Chain, Architect) run on an Agent Orchestrator, and the site also names Board MCP, Board Foresight and Board Signals. The HR workforce page describes AI only at a high level, so no HR-specific agent is confirmed. AI capabilities: Named agent, MCP or agent API The workforce page mentions industrial labor standards and attendance data but does not say it is built for hourly teams.
| Partial | Core | Partial | 2 | ||
| PlanfulBusiness planning platforms"more than 1,500 customers in over 100 countries"; privately held and backed by Vector Capital (company information page).Suggest an edit | "Drive Financial Performance with Planful." Planful sells workforce planning inside its planning platform, with a Workforce Pro tier for headcount rollforward, variance bridge and custom compensation. Finance and HR teams buy it. Planful AI assistants (Analyst and Planner) answer questions and build forecasts; workforce data is not yet in its MCP Server.AI and updates (3)Planful AI has an Analyst Assistant (October 2025), a Planner Assistant (April 2026) and an MCP Server that connects Claude. The Planner example prompt reads "What does CAPEX look like if we increase headcount by 15% in Q3?". Workforce data is not yet in the MCP Server ("on the way"). AI capabilities: Named agent, Workforce analytics, Assistant, Headcount and hiring plans, MCP or agent API, Scenario modeling, Workforce cost Vector Capital is named as backer, not as owner of record.
| Partial | Core | Partial | Core | 3 | |
| ProphixBusiness planning platforms"With over 3000 customers worldwide" (about us page).Suggest an edit | "The First Autonomous Finance Platform For The Mid-Market." Prophix sells Workforce Planning with position-level headcount (role, grade, location, start date, pay), hiring freeze and reduction scenarios, and payroll actuals. Finance and HR teams in mid-sized firms buy it. Prophix One Intelligence flags where actuals diverge from plan.AI and updates (2)Prophix One Intelligence will "generate workforce planning baselines automatically at the start of each planning cycle". Prophix One agents include an Architect Agent, a Consolidation Agent and an Autonomous Planning Agent, plus Prophix Copilot for Microsoft Teams. The workforce page names no individual workforce agent. AI capabilities: Named agent, Workforce analytics, Assistant, Headcount and hiring plans, Scenario modeling, Workforce cost
| Partial | Core | Partial | 2 | ||
| VenaBusiness planning platformsPress release boilerplate: "Thousands of organizations worldwide rely on Vena".Suggest an edit | "The #1 Microsoft-Native Financial and Operational Planning Platform." Vena sells Workforce Planning: "Model workforce costs, optimize headcount and connect people planning to your bottom line", with employee-level salary, benefit and tax plans and an HRIS feed, all in Excel. Finance and HR teams buy it. Vena AI agents work inside the planning model.AI and updates (6)Vena AI has a Planning Agent (generally available May 2026) that generates forecasts, updates plans and applies scenario logic by natural language, an Analytics Agent (open beta October 2026), Vena Copilot for Microsoft Teams, and an MCP Server for Claude, ChatGPT and Microsoft Copilot. AI capabilities: Named agent, Assistant, Headcount and hiring plans, MCP or agent API, Scenario modeling, Workforce cost
| Partial | Core | Partial | 6 | ||
| AbacumBusiness planning platformsSeries B, $60M, 2025-06-11Suggest an edit | "Business planning that makes your team AI-native." Abacum sells Headcount Planning: "Plan, approve and forecast headcount in the same connected model as your budget", with HRIS and payroll reconciliation and hire-impact scenarios. Finance teams buy it. Abra, an orchestrating agent, and Ask AI sit on top.AI and updates (4)Abra "brings the full power of Abacum into one experience" and coordinates agents such as Modeler, Analyst, Reporter and Data Manager. On the headcount page, "Ask AI breaks down headcount and cost variance by department, role or location". AI capabilities: Named agent, Workforce analytics, Assistant, Headcount and hiring plans, Scenario modeling
| Partial | Core | Core | 4 | ||
| AlephBusiness planning platforms$46M raised; Series B, $29M, 2025-09-17Suggest an edit | "AI-native FP&A that connects your data, strategy, and spreadsheets." Aleph sells headcount planning and forecasting: HRIS, ATS and ERP data in one source of truth, version control, variance reports against actuals and scenarios. Finance teams buy it. The AI is the Aleph Agent, an MCP server and an "Analyze with AI" option.AI and updates (1)The homepage names the Aleph Agent, an AI Scan tool and an AI-SQL Editor. The headcount page shows "Analyze with AI" in the product and a customer quote about Aleph MCP; it does not describe a headcount-specific agent. AI capabilities: Named agent, Workforce analytics, Headcount and hiring plans, MCP or agent API Its AI covers business planning in general, not workforce plans alone, so it fits less closely than the workforce planning specialists.
| Core | Partial | 1 | |||
| cfo.aiBusiness planning platforms$33.5M raised; total $33.5M as of 2024-07-09; round detail not publishedSuggest an edit | "Meet Ari, your personal CFO." Runway, the FP&A platform that sold headcount planning in 2024, rebranded as cfo.ai in September 2026. Its agent Ari connects to ledger, bank and payroll systems and models hires for founders, for example "Can we afford to hire two more account executives?". There is no standalone headcount module on the page.AI and updates (2)Ari is an agent that "tells you what changed before you ask" and "messages you first when something moves". It connects to ledger, bank, payroll (Rippling, ADP) and CRM systems and models hiring scenarios; the page names the spreadsheet engine REAM. AI capabilities: Named agent, Headcount and hiring plans, Scenario modeling
| Partial | Partial | 2 | |||
| CubeBusiness planning platforms$20M financing, 2024-03-19 (round not specified)Suggest an edit | "Headcount planning tied to the P&L." Cube models each role's start date and fully loaded cost, syncs the roster from the HRIS and runs hiring freeze or acceleration scenarios in Excel or Google Sheets. Finance teams buy it. Its FP&Agents rerun forecasts as new actuals land and flag material changes overnight.AI and updates (2)Four teams of FP&Agents (Data Managers, Analysts, Planners, Business Partners), with Business Partners answering department heads in Slack, Teams and email, and a Cube MCP Server for Claude, ChatGPT, Copilot and Gemini. The Planner Agents "rerun forecasts as new actuals land, build scenarios, and keep budgets current". AI capabilities: Named agent, Workforce analytics, Assistant, Headcount and hiring plans, MCP or agent API, Scenario modeling
| Partial | Core | Partial | 2 | ||
| DatarailsBusiness planning platforms$175M raised; Series C, $70M, 2026-01-21Suggest an edit | "Transform the Office of the CFO." Datarails FinanceOS is Excel-native FP&A. Its headcount planning keeps hiring plans in Excel or Google Sheets linked to HRIS, payroll and the ledger, with hiring-freeze scenarios. Finance teams buy it. The AI is finance agents and an AI Connector, not a headcount-specific tool.AI and updates (2)Strategy, Planning and Reporting AI Finance Agents build board-ready PowerPoint, PDF and Excel files from ERP, CRM, HRIS and Excel data. The FinanceOS AI Connector links AI tools such as Claude to governed financial data. Its headcount guide does not mention AI. AI capabilities: Named agent, Workforce analytics, MCP or agent API Headcount planning is described in a blog guide, not on a dedicated product page. Low confidence it is a core product.
| Partial | Partial | Partial | 2 | ||
| JiravBusiness planning platformsSeries B, $20M, 2023-07-12Suggest an edit | "Unlock Higher-Value FP&A Advisory Services with Jirav." Jirav sells Workforce Planning: "Bring in your client's employee roster and forecast new hires, raises, bonuses, accrued expenses, and more." Accounting and CFO advisory firms and their clients buy it. The AI is Autoforecast and Jirav Intelligent Forecasting, built for general forecasts.AI and updates (0)Autoforecast uses "AI-driven logic" to build forecasts. Jirav Intelligent Forecasting (JIF) "leverages artificial intelligence (AI) and machine learning (ML) to automate the forecasting process" (press release dated 2024-10-03). No AI feature is named for workforce planning itself. AI capabilities: Workforce analytics Low confidence on AI fit: the AI is generic forecasting, and the homepage names no AI. | Partial | Core | Partial | 0 | ||
| PigmentBusiness planning platformsSeries E, $250M at $2.3B valuation, 2026-10-21 (reported)Suggest an edit | "Prepare for anything with our integrated business planning platform powered by agentic AI." Pigment sells an HR and workforce use case and a headcount planning use case: hiring plans, org charts, approvals and cost, tied to the finance plan. Finance and HR teams buy it. The Analyst Agent flags gaps between budgeted and actual headcount.AI and updates (4)The Analyst Agent "identifies gaps between budgeted and actual headcount". The Modeler Agent "extends the model", such as by adding new roles or cost rules. An MCP Server lets external AI tools query the governed plan, and Frames builds leadership views. The Planner Agent is listed as coming soon. AI capabilities: Named agent, Workforce analytics, Assistant, Headcount and hiring plans, MCP or agent API
| Partial | Core | Partial | 4 | ||
HR analytics and workforce planning13 | |||||||
| Faethm by PearsonHR analytics and workforce planningOwned by PearsonSuggest an edit | "Strategic Workforce Planning." Faethm, now part of Pearson, lets workforce planners look "one, three, five, or up to ten years into the future", using dynamic scenario planning and an assessment of the skills gaps between current jobs and future jobs. Pearson also names it in a 2026-05-12 Salesforce partnership.AI and updates (1)The product page says planning is "powered by Faethm AI" and offers dynamic scenario planning and skills gap assessment; Pearson's page adds a Skills Extraction section that normalizes skills from existing data. AI capabilities: Workforce analytics, Labor demand forecasting, Labor market data, Scenario modeling, Skills inventory Not built for hourly or project staffing on its own pages.
| Core | Core | Core | 1 | ||
| LightcastHR analytics and workforce planningOwned by KKRAlso on The AI hiring software mapSuggest an edit | Labor market and skills data for workforce planning. Lightcast says its Work Intelligence lets decision makers "build realistic, market-aligned workforce plans and target AI investments," linking jobs, tasks and skills to labor market evidence. Lightcast Data covers 165 countries; Talent Analyst and Talent Transform serve employers. Skills Agent, ASK and an MCP server add AI.AI and updates (5)Skills Agent continuously updates skill-to-job links in Talent Transform. ASK answers workforce questions in plain language inside the Analyst platform, and the Lightcast MCP server connects AI assistants to Lightcast labor market data. AI capabilities: Named agent, Workforce analytics, Labor market data, MCP or agent API, Skills inventory
| Partial | Core | 5 | |||
| NakisaHR analytics and workforce planning20+ years serving Fortune 1000 clients; AI Advisory Council includes AbbVie, BP, Engie, Standard Bank.Also on The AI hiring software mapSuggest an edit | Workforce Planning Portfolio for HR and finance: Operational Workforce Planning (headcount plans, workforce cost, vacancies), Strategic Org Design (reorganization scenarios) and an Org Chart Suite. Nakisa AI Agents create a headcount plan from one prompt and support org design discussion. Nakisa Decision Intelligence adds what-if simulations, and MCP lets outside AI agents work in Workforce Planning.AI and updates (3)Nakisa AI Agents (beta switch, off by default) build headcount plans from a prompt and help with org design. Nakisa Decision Intelligence runs "what-if simulations and forecasts" and its agents can carry out recommendations. Nakisa MCP covers Workforce Planning at no extra charge for subscribers. AI capabilities: Named agent, Headcount and hiring plans, MCP or agent API, Org design, Scenario modeling, Workforce cost
| Core | Partial | 3 | |||
| OrgvueHR analytics and workforce planningOwned by Main Capital PartnersAlso on The AI hiring software mapSuggest an edit | Org design and workforce planning platform. Main Capital's release calls it "Strategic Workforce Management software" that large enterprises use "to design, plan, and optimize their workforces." Buyers are HR, transformation and consulting teams that model current and future organization states. Henshaw AI groups positions into roles and job families, answers plain-language questions about org data, and lets a customer's own AI agent work in an open Orgvue workspace.AI and updates (3)Henshaw Roles (early access) clusters positions into roles and job families. Henshaw Assistant (early access) answers natural-language questions about workforce data. WebMCP connects a customer's agent of choice to an open Orgvue Workspace tab, with human review before any data changes (early access, general availability from January 2027). AI capabilities: Workforce analytics, Assistant, MCP or agent API, Org design, Skills inventory
| Core | Partial | 3 | |||
| TalentNeuronHR analytics and workforce planningOwned by Leeds Equity PartnersAlso on The AI hiring software mapSuggest an edit | Strategic workforce planning with labor market data. The vendor's headline is "Plan for the workforce you need, not just the one you have." It sells headcount demand planning, scenario modeling, talent supply, workforce cost and, since April 2026, Organizational Design built on the workforce plan. Synapse, an agentic AI assistant, answers labor market questions.AI and updates (3)Synapse (launched as Synappy in March 2026) is an "agentic AI assistant" for labor market questions. The vendor also cites automation-impact analysis at the task and role level and automated gap-closing proposals. AI capabilities: Named agent, Workforce analytics, Assistant, Labor demand forecasting, Headcount and hiring plans, Labor market data, Org design, Scenario modeling, Skills inventory, Workforce cost
| Partial | Core | Core | Partial | 3 | |
| TechWolfHR analytics and workforce planningSeries B, $42.75M, 2024-06Also on The AI hiring software mapSuggest an edit | Skills intelligence that feeds workforce planning. The site lists a Strategic workforce planning solution that gives "insights on skills supply and skill demand," Work Intelligence that analyses work at the task level, and AI transformation readiness that shows which tasks AI will augment. The Job Architecture Redesign Agent reached general availability in July 2026. SAP agreed to acquire TechWolf in October 2026.AI and updates (2)The Job Architecture Redesign Agent helps rebuild job architectures, finds where work can be automated or augmented, and compares an organization with peers using labor market insights. AI capabilities: Named agent, Workforce analytics, Skills inventory
| Partial | Core | 2 | |||
| VisierHR analytics and workforce planning$219.5M raised; Series E, $125M, 2021-06-29Also on The AI hiring software mapSuggest an edit | Workforce planning inside a people analytics platform. Its planning page promises to "Know the impact of your plans before you make the call." HR and Finance compare headcount, cost, skills, structure and location scenarios on live workforce data, and Org Design models reporting lines before a reorganization. Vee, Talent Agents and an MCP server bring the plan to managers and to the AI tools they already use.AI and updates (4)Workforce Context Engine grounds AI guidance in the customer's own workforce and finance data. Vee, the Workforce Insights Agent, answers questions. Org Design uses GenAI to narrate the impact of proposed changes. Talent Agents and the Visier MCP carry plan signals to managers and to any AI agent. AI capabilities: Named agent, Workforce analytics, Assistant, Headcount and hiring plans, MCP or agent API, Org design, Scenario modeling, Skills inventory, Workforce cost
| Core | Partial | Core | 4 | ||
| ChartHopHR analytics and workforce planningSeries B, $35M, 2021-06-09Also on The AI hiring software mapSuggest an edit | Headcount planning module of an HR platform. The vendor's headline is "HR and Finance plan headcount together, without the spreadsheet handoff." Leaders model scenarios, see the cost impact of a hiring plan, and send plans through approval. Ask ChartHop drafts headcount plans from a description, and AI Pro agents act inside Slack and Teams with the user's own permissions.AI and updates (4)Ask ChartHop answers questions, compares planning scenarios and, since October 2026, drafts a full headcount plan from a description that opens in the planning wizard for review. AI Pro adds agentic actions, custom agents and MCP support; every AI-created action is reviewable before it goes live. AI capabilities: Named agent, Workforce analytics, Assistant, Headcount and hiring plans, MCP or agent API, Scenario modeling, Workforce cost
| Core | Partial | 4 | |||
| CrunchrHR analytics and workforce planningUndisclosed round led by Oxx, 2022-02-01Also on The AI hiring software mapSuggest an edit | People analytics platform with a workforce structure and cost view. The vendor shows "headcount, FTE trends, and base pay movement" and models "the full cost and headcount picture of a structural change," such as moving a team between sites, including severance, transfers and critical roles. AI summaries put a plain-language reading beside each dashboard.AI and updates (0)AI summaries sit beside dashboards and give plain-language readings of the data. The vendor says the platform brings together "trusted data, organisational context, and AI for every decision-maker." AI capabilities: Workforce analytics, Scenario modeling, Workforce cost | Partial | Core | 0 | |||
| DraupHR analytics and workforce planningSeries A, $20M, 2022-03Also on The AI hiring software mapSuggest an edit | Talent intelligence for workforce planning on global labor and market data. Etter, an AI workforce transformation product, answers "Your Board Set an AI Target. Where's the Workforce Plan?" by scoring how far AI can automate or augment tasks and building reskilling and hiring roadmaps. Curie is an agentic assistant for HR questions, and the data is also available over MCP.AI and updates (2)Curie is an agentic AI assistant that can pinpoint skill shortfalls, project hiring needs and compare pay benchmarks. Etter scores task-level AI automation and augmentation. Draup's talent data is exposed as MCP servers. AI capabilities: Named agent, Workforce analytics, Assistant, Labor market data, MCP or agent API, Skills inventory
| Partial | Core | 2 | |||
| FunctionlyHR analytics and workforce planningSeed, A$3.6M (US$2.7M), 2021-09-22Also on The AI hiring software mapSuggest an edit | Org design and workforce planning tool for HR and operations teams. Plans include vacancy and headcount planning, scenario comparison, and forecasting of cost, headcount and FTE. The scenarios feature is described as "Compare strategic options and forecast headcount impacts." OrgPilot AI works in Advisor mode (guidance) or Agent mode (edits the scenario directly).AI and updates (0)OrgPilot AI is an "Advisor and Agent for AI workforce design" that gives advice on a scenario or changes it directly. The help page says it runs on OpenAI's ChatGPT model and that scenario data is not shared with OpenAI. AI capabilities: Named agent, Assistant, Headcount and hiring plans, Org design, Scenario modeling, Workforce cost | Core | 0 | ||||
| One ModelHR analytics and workforce planning$44.8M raised; Growth round, $41M, 2023-08-07Also on The AI hiring software mapSuggest an edit | Workforce forecasting inside a people analytics data platform. Its homepage promises to "Predict workforce outcomes before the business ever takes a hit" with transparent forecasts for hiring, attrition, capacity and workforce cost, so HR and finance can plan together. One AI Assistant answers workforce questions in plain language, and MCP services connect governed data to outside AI tools.AI and updates (1)One AI Assistant is "a conversational interface for exploring workforce questions." MCP services connect One Model-governed data to Copilot, ChatGPT, Claude and Gemini. AI Impact (October 2026) shows how employees use AI tools. AI capabilities: Workforce analytics, Assistant, MCP or agent API, Workforce cost
| Partial | Partial | Core | 1 | ||
| Revelio LabsHR analytics and workforce planning$19M raised; Series A, $15M, 2022-10-06Also on The AI hiring software mapSuggest an edit | Workforce data for planners who need an outside view. The Revelio Terminal is "The most comprehensive workforce platform for labor market data," tracking headcount, hiring, attrition and skills for public and private companies. COSMOS covers job postings, Job Architecture standardizes jobs and skills, and an API with an MCP server feeds the data to AI tools.AI and updates (2)"AI Chat allows users to explore the full depth of Revelio Labs' data in plain language" in the Terminal, and an MCP integration brings the data into outside AI tools. AI capabilities: Workforce analytics, Labor market data, MCP or agent API, Skills inventory
| Partial | Partial | 2 | |||
Workforce management and scheduling12 | |||||||
| DeputyWorkforce management and schedulingHourlyVendor claims '390,000+' workplaces on its AI page; March 2026 release says more than 1 billion shifts scheduled and 1.5 million shift workersSuggest an edit | "Make shift work simpler, faster, and more profitable." Deputy sells scheduling, timesheets, labor compliance and payroll to shift-based and hourly businesses. Deputy AI is a conversational agent that drafts schedules from past patterns, covers sick shifts, checks timesheets against the schedule and spots coverage gaps. Deputy AI cannot publish a schedule or approve a timesheet without explicit confirmation. Demand forecasting and auto scheduling sit alongside it.AI and updates (2)Deputy AI, 'the on-shift teammate that gets work done': a conversational AI Agent with mobile voice actions, schedule building from the last four weeks of data, peak-demand cover, multi-day sick cover, payrun readiness checks and AI proaction for coverage gaps. The FAQ says it works human-in-the-loop and cannot publish a schedule or approve a timesheet without explicit confirmation. AI capabilities: Named agent, Assistant, Labor demand forecasting, Shift scheduling Homepage says 'Built for hourly work'. A Manufacturing & Logistics industry page mentions production and shift planning; no warehouse wording found.
| Core | Core | Partial | 2 | ||
| HumanforceWorkforce management and schedulingHourlyVendor's About page says it serves over 1,000,000 employeesSuggest an edit | "The Venue Workforce Operations Platform." Humanforce sells rostering, time tracking, HR and recruitment to frontline employers in aged care, hospitality, events, healthcare, childcare and retail. Its AI includes demand forecasting in 15-minute intervals, Smart Scheduling that builds and fills rosters inside compliance rules, and HR Analytics with plain-language questions. Rostering teams approve the final roster.AI and updates (2)Smart Scheduling (demand forecasting, schedule generation and auto-fill of shifts, listed as early access on the vendor's own pages), Compliant Shift Patterns, Employee-Centred Fill, Coverage Gap Detection, Ask AI in the Command Centre, HR Analytics, AI Recruitment and AI Clocking. AI capabilities: Workforce analytics, Assistant, Labor demand forecasting, Shift scheduling Positioned for 'frontline industries'; the pages do not use the word 'hourly'. Manufacturing & Logistics appears only as an industry link; no plant or warehouse use is described.
| Core | Core | Partial | 2 | ||
| PlandayWorkforce management and schedulingHourlyOwned by XeroSuggest an edit | "Make your next shift more predictable." Planday sells scheduling, time tracking, leave and payroll data to shift teams in hospitality, healthcare, hotels and retail. Auto Schedule builds a rota from contracted hours, availability and working time rules, and Intelligent Shift Assignment ranks the best people for each shift. Both are reachable from inside ChatGPT and Claude. The vendor says it is building agentic AI.AI and updates (2)Auto Schedule (beta on Plus and Pro), Intelligent Shift Assignment (beta, a ranked list of best matches with compliance checks), and verified connectors that let managers use Planday rota data in ChatGPT and Claude. The February 2026 blog says the goal is 'the world's first fully proactive assistant'. AI capabilities: Assistant, MCP or agent API, Shift scheduling Built around shiftwork and shift-based payroll in hospitality, healthcare, hotels and retail; the pages do not use the word 'hourly'. No manufacturing or warehouse use found.
| Core | Partial | 2 | |||
| QuinyxWorkforce management and schedulingHourlyVendor says about 800 customers across more than 50 countries (22 Sep 2026 release)Suggest an edit | "AI workforce management that plans smarter and adapts faster." Quinyx forecasts demand up to six months out and builds compliant schedules with Auto-Schedule and Auto-Assign, then answers manager and employee questions through its Ava assistant. Customers run retail, hospitality, logistics, healthcare and manufacturing shift teams. Managers keep final approval of schedules.AI and updates (1)Ava Assistant (conversational answers for managers and employees), Auto-Schedule, Auto-Assign (skills, certifications and compliance rules) and demand forecasting on 'proprietary machine-learning models'. The page says these capabilities are 'live and trusted by customers', not roadmap. The vendor's September 2026 release also refers to 'agentic AI'. AI capabilities: Assistant, Labor demand forecasting, Shift scheduling Frontline shift workforce; the pages do not use the word 'hourly'. The Sep 2026 release lists retail, hospitality, logistics, healthcare and manufacturing, and the vendor's August 2025 release says its AI 'runs in warehouses and restaurants every day'. Navigation lists a Warehousing & Logistics solution.
| Core | Core | Partial | 1 | ||
| RotageekWorkforce management and schedulingHourlyOwned by ELMO GroupSuggest an edit | "Making beautiful sense of scheduling." Rotageek sells demand forecasting, auto-scheduling, time and attendance, payroll rules and HR to multi-site shift employers in retail, hospitality, care and facilities. Forecasts run per location down to 15 minutes. AI Insights lets managers ask plain-language questions of live scheduling data and flags cost, overtime and compliance risk. ELMO Group has owned it since 2025.AI and updates (1)AI Insights ('Ask your workforce data a question, get an answer'), demand forecasting from history, seasonal trends and events, and auto-scheduling that builds rotas to forecast demand. AI capabilities: Workforce analytics, Labor demand forecasting, Shift scheduling Pages say 'shift workers', store teams and multi-site operators, not 'hourly'. Manufacturing appears in the industries list; no plant or warehouse use is described.
| Core | Partial | Core | Partial | 1 | |
| ShiftbaseWorkforce management and schedulingHourlyVendor says 9,000+ shift businesses and 250,000+ employees (homepage); no funding disclosedSuggest an edit | "Run every shift from one base." Shiftbase sells scheduling, time tracking, absence, labour cost reports and payroll preparation to shift teams in restaurants, retail, hotels, production, transport and healthcare. Shiftbase AI forecasts turnover from sales history and auto-schedules several departments at once inside the customer's rules. It names shifts it cannot fill, and nothing reaches the team until a person publishes it.AI and updates (1)Shiftbase AI: revenue forecasting from sales history, Auto-scheduling (marked 'New'; strategies Profit, Employee and Balanced; draft the user applies or discards), a spreadsheet converter and guided payroll preparation that flags odd hours. AI capabilities: Labor demand forecasting, Shift scheduling Built for shift teams; hourly wages are not named. The Production industry page is headed 'Keep the line moving, shift after shift' and the Transport page mentions depot and warehouse shifts.
| Partial | Core | Partial | 1 | ||
| Workforce.comWorkforce management and schedulingHourlyGrowth investment from Thoma Bravo, amount not disclosed, 2026-09-08Suggest an edit | "HR, Scheduling, and Payroll for your hourly workforce." Workforce.com (operating internationally for Tanda) sells scheduling, HR and payroll for hourly teams in hospitality, retail and care. Its AI Scheduling Agent takes a location and week, reads availability, demand, budget and labor law, and proposes a full schedule that a manager approves before anything is saved. Labor forecasting uses AI to guide staffing levels.AI and updates (1)AI Scheduling Agent (conversational; builds, reviews and edits schedules against compliance rules and labor budgets, with no shift written until a person approves) and AI-guided labor forecasting based on sales and foot traffic. AI capabilities: Named agent, Labor demand forecasting, Shift scheduling Homepage targets 'your hourly workforce'. Listed industries are hospitality, retail and care; no manufacturing or warehouse use is named.
| Core | Core | Partial | 1 | ||
| WorkJamWorkforce management and schedulingHourlyVendor names TJX, Ulta Beauty, Marks & Spencer and Shell as users (July 2026 release); Catalyst Brands rollout to about 70,000 associates (Sep 2026 release)Suggest an edit | "From insight to frontline execution." WorkJam is a frontline operations platform with shift management, task management, communications, learning and earned wage access. Its AI assigns tasks to people on shift, reprioritizes work through the day and confirms completion, inside shift, certification and labor-rule limits. A conversational AI Agent answers employee HR questions. Buyers are retail and operations leaders; a manufacturing solution targets warehouse and production floors.AI and updates (4)Autonomous AI layer (July 2026) that assigns tasks to specific employees on specific shifts, reprioritizes and verifies completion; managers can override and every decision is logged. AI-powered workflow automation and contextual agent experiences (January 2026 release). WorkJam AI Task Priority Engine due in the second half of 2026. A WorkJam AI Agent gives employees HR answers. AI capabilities: Named agent, Assistant Built for shift-based store, hospitality and plant employees (homepage). A Manufacturing solution page covers warehouse and production floor operations; the AI section mentions connecting to a WMS.
| Core | Partial | 4 | |||
| Zebra Workcloud SchedulingWorkforce management and schedulingHourlyVendor says Workcloud WFM is 'trusted by more than 275 global leaders'; sold by Zebra TechnologiesSuggest an edit | "Streamline Scheduling, Operations, and Compliance with our AI-Powered, Data-Driven Workforce Management Platform." Workcloud Scheduling, part of Zebra's Workcloud Workforce Optimization Suite, forecasts labor demand and builds automated schedules for store and frontline operations. Zebra also offers an AI-powered Workcloud BI analytics platform at no upcharge. Buyers are retail and store operations leaders.AI and updates (0)Automated scheduling with 'AI-powered forecasting' on the Workcloud Scheduling page; the suite page says it 'leverages AI to optimize scheduling'. Workcloud BI is described as an 'AI-powered analytics platform'. No named assistant or agent. AI capabilities: Workforce analytics, Labor demand forecasting, Shift scheduling Frontline store and retail operations focus; the page does not use the word 'hourly'. Zebra markets manufacturing and warehouse hardware separately, but its Workcloud Scheduling pages name no plant or warehouse use. | Core | Partial | Core | Partial | 0 | |
| ConnecteamWorkforce management and schedulingHourlySeries C, $120M, 2022-03-02Suggest an edit | "Manage your entire team without the chaos." Connecteam is an all-in-one app for teams that do hands-on work in construction, cleaning, healthcare, retail, food and beverage, field services and security: scheduling, time clock, tasks, chat and HR. Its AI tools include Auto Scheduling ("Scheduling Genius"), which builds a schedule from a plain request, an AI Agent that answers staff questions from company resources, and an AI Course Creator.AI and updates (0)Connecteam AI (marked 'New'): Auto Scheduling ('Scheduling Genius'), AI Agent for search-free answers from company resources, AI Course Creator, File-to-Form automation, Smart Voice Input and AI Updates & Translate. AI capabilities: Assistant, Shift scheduling Time clock and shift scheduling for hands-on jobs; its pages do not use the words 'hourly' or 'deskless' or name plant or warehouse use. | Core | Partial | 0 | |||
| HomebaseWorkforce management and schedulingHourlySeries D, $60M, 2024-04Suggest an edit | "Schedule. Manage. Pay. All from one easy app." Homebase sells scheduling, time clocks, payroll and hiring to small businesses with hourly teams. Homebase Assistant, the AI layer, builds schedules from availability and history, spots open shifts and finds people to fill them, flags overtime and compliance risk, and checks timecards before payroll. Owners set the rules and keep the final say.AI and updates (2)Homebase Assistant (waitlist page lists schedule building, open-shift filling, compliance and overtime flags, timecard checks, business monitoring and hiring), plus Hiring, Scheduling and Payroll Assistants and AI-powered auto-scheduling on the Plus plan. Labor cost and sales forecasting is listed but not described as AI. AI capabilities: Named agent, Assistant, Shift scheduling Homepage and FAQ target 'hourly teams' and 'hourly, shift-based small businesses' in restaurants, retail, beauty, medical and home services. No manufacturing or warehouse use found.
| Partial | Core | Partial | 2 | ||
| LegionWorkforce management and schedulingHourlyNot publishedSuggest an edit | "Workforce management built for complex frontline organizations." Legion sells demand forecasting, labor planning, automated scheduling and time and attendance to retail, restaurant, grocery, healthcare and facilities operators with hourly teams. Its AI Assistants explain forecasts and schedules. Legion Agentic AI adds agents that draft, publish and update schedules and handle employee requests, with managers approving key steps.AI and updates (2)Legion AI with Demand Forecasting, Legion Optimization and Automated Scheduling. Seven named Legion AI Assistants. Legion Agentic AI names six agents: Schedule Create, Schedule Publish, Schedule Update, Employee Request Handling, Forecast Audit and Repair, and Deep Labor Analysis. AI capabilities: Named agent, Workforce analytics, Assistant, Labor demand forecasting, Scenario modeling, Shift scheduling Vendor calls its product 'Hourly Workforce Management' (Jan 2026 release) and links a 'State of the Hourly Workforce' report. A January 2026 partnership with Rebus brings its labor forecasting and scheduling to warehouse teams.
| Core | Partial | Core | Partial | 2 | |
Resource management and capacity15 | |||||||
| BigTimeResource management and capacityProjectsVendor says trusted by 3,000+ professional services firms.Suggest an edit | Professional services automation with resource management for accounting, architecture, consulting, engineering and IT firms. The home page says "Your Financial Brain Behind Every Project". AVA is its AI assistant. A Resourcing Agent matches people to work by seniority, availability, margin impact and past project experience. Other agents handle expenses and reporting. BigTime MCP connects other AI tools.AI and updates (0)AVA AI assistant, Resourcing Agent, Expense Agent, Insights Agent and BigTime MCP. Release notes show AI-powered resourcing in BigTime Foresight since March 2025, before the event window. AI capabilities: Named agent, Assistant, MCP or agent API, Project staffing Vendor industries: accounting, architecture, consulting, engineering and IT services. | Partial | Partial | Partial | Core | Core | 0 |
| CertiniaResource management and capacityProjectsVendor says trusted by over 1,400 customers.Suggest an edit | Salesforce-native professional services automation for consulting, IT services, software and tax firms. The home page says "The System of Action for services". Veda AI is its suite of agents. For staffing, its Resourcing Agent "accelerates staffing by surfacing consultant background and history", its Work Reallocation Agent "identifies and proposes replacements for work in flight", and its Shortlisting Agent automates candidate shortlists. Veda actions run in Salesforce Agentforce and, via MCP, in Claude or Copilot.AI and updates (2)Veda AI: packaged agents and Veda Intelligent Actions (from 64 to 135 in the September 2026 release, with 14 new agents). Staffing agents named on the Veda page; the September 2026 release adds resume-to-skills-profile parsing and ranked resource recommendations. AI capabilities: Named agent, MCP or agent API, Skills inventory, Project staffing Vendor industries: consulting and advisory, IT services, software, IT hardware, tax and audit; project staffing is core.
| Partial | Partial | Partial | Core | Core | 2 |
| FloatResource management and capacityProjectsVendor says 4,500+ customers served and 220,000+ people scheduled (float.com/about).Suggest an edit | Resource scheduling, capacity planning and project estimates for agencies, professional services firms and in-house delivery teams. Float says "Keep your people and your margins on track." The AI is Smart assign, which recommends a person for an unassigned role by role fit and availability, and Float MCP, which lets ChatGPT, Claude and other MCP tools answer plain-language questions about people, capacity and projects.AI and updates (2)Smart assign (shipped March 2026) recommends people for open roles. Float MCP (beta since November 2025) connects Float data to ChatGPT, Claude and other MCP tools. The AI page lists Smart insights as rolling out in August 2026 and Intelligent kickoff as exploring in Q3 2026. AI capabilities: MCP or agent API, Project staffing Vendor page: for "professional services firms and in-house delivery teams" planning projects, estimates and profitability.
| Partial | Partial | Core | Partial | 2 | |
| KantataResource management and capacityProjectsVendor release says over 1,500 professional services organizations in more than 100 countries (2025-09-24).Suggest an edit | Professional services automation with resource management, forecasting and capacity planning for agencies and services firms. Kantata calls its AI Expertise Engine "the first AI platform purpose-built for professional services". The Expertise Agent, its "superagent", staffs teams by skills and capacity and monitors project risk. A Resourcing Agent flags overallocation and can adjust assignments. Agent Studio lets firms build their own agents.AI and updates (4)Named agents: Resourcing Agent (September 2025), Expertise Agent (June 2026) and Agent Studio (September 2026), on the Kantata AI Expertise Engine. Agentic Business Intelligence answers questions and forecasts. The platform page lists MCP connectivity. AI capabilities: Named agent, Workforce analytics, Capacity and utilization, MCP or agent API, Project staffing Vendor page: for agencies and professional services firms; resource planning and project delivery.
| Core | Partial | Partial | Core | Core | 4 |
| PlanviewResource management and capacityProjectsVendor home page says "Trusted by 3,000+ of the world's leading enterprises" and 3.1M users on the platform.Suggest an edit | Enterprise portfolio and resource management for PMO, R&D, software engineering and professional services leaders. Planview's FAQ says PMO leaders use it "to connect projects, resources, and spend in a continuous model". Its AI is Planview Anvi, with chat, custom agents, scenario planning and an MCP server. Agent resource management, announced May 2026, plans people and AI agents together.AI and updates (3)Planview Anvi: conversational assistant, prebuilt and custom agents, Scenario Planning and an Anvi MCP server. Agent resource management (early access, available from Fall 2026) adds AI agents and their cost to the resource model. AI capabilities: Named agent, Capacity and utilization, Assistant, MCP or agent API, Scenario modeling Vendor pages: resource and portfolio planning for R&D, software engineering and professional services work.
| Partial | Core | Core | Core | 3 | |
| ProductiveResource management and capacityProjectsVendor home page says "2,000+ Companies Trust Productive to Run Their Operations".Suggest an edit | Resource planning, projects, budgets and finances for agencies, consultancies and other professional services firms. The home page headline begins "Run Resources, Projects, Finances". Productive 5.0 added custom AI Agents that handle whole tasks or work areas on their own within set limits, plus Skills, an AI Notetaker, AI time tracking and MCP server support. The agents cover resource allocation.AI and updates (1)Productive 5.0 (May 2026): Agents, Skills, AI Notetaker, AI Timetracking, Connectors and MCP server support. Launched as a limited-access beta. AI capabilities: Named agent, Assistant, MCP or agent API, Project staffing Vendor: "Purpose-built for agencies, consultancies, and other professional services businesses".
| Partial | Partial | Partial | Core | Core | 1 |
| Resource GuruResource management and capacityProjectsVendor says trusted by 65,000+ people in 100+ countries.Suggest an edit | Resource scheduling, capacity planning, leave and equipment booking for agencies, consultants, construction, engineering and IT teams. The home page says "Smarter scheduling. Profitable projects. Happy teams." The AI is a read-only MCP server that lets ChatGPT, Claude and other assistants answer questions about schedules, availability, utilization, project budgets and time off.AI and updates (1)MCP server (read-only) for AI assistants, announced 30 July 2026. No built-in assistant or recommendation engine is named. AI capabilities: Workforce analytics, MCP or agent API Vendor lists agencies, consultants, construction, engineering and IT as target teams.
| Partial | Partial | Core | Partial | 1 | |
| RetainResource management and capacityProjectsVendor says it is trusted by over 150 of the world's biggest companies.Suggest an edit | Resource planning and management software for medium to large organisations, with resource managers, operations and finance managers as buyers. Retain's headline is "Resource Planning & Management Software for Medium to Large Organisations". The AI named on its home page is AI Suitability Matching, which matches people to work. Retain 2.0 adds Skills+, an intelligence layer for mapping and tracking team capabilities.AI and updates (0)AI Suitability Matching for people-to-work matching. MatchingCore and Skills+ are described without the word AI. AI capabilities: Skills inventory, Project staffing Vendor industries: accounting and audit, consultancies, engineering, IT services; project and engagement staffing. | Partial | Partial | Partial | Core | Partial | 0 |
| SaviomResource management and capacityProjectsVendor says trusted by 100+ global organizations.Suggest an edit | Enterprise resource, work and workforce management for PMO leaders, resource managers and professional services leaders at medium and large organizations. The home page says "AI-Powered Enterprise Intelligence for Predictable Business Outcomes". Its AI covers resource forecasting, capacity planning, scheduling and optimization, with proactive alerts, suggestions and opportunities, and an AI Explorer assistant.AI and updates (0)Enterprise AI platform with Proactive AI, Predictive AI and Interactive AI for resource forecasting, capacity planning, scheduling and optimization. The AI page names AI Explorer as its assistant and describes Suggestions and Opportunities that surface next steps and available capacity. No named agent. AI capabilities: Capacity and utilization, Assistant, Labor demand forecasting, Project staffing Vendor industry pages: professional services, IT services, construction and engineering, audit and accounting. | Core | Partial | Partial | Core | Core | 0 |
| ScoroResource management and capacityProjectsVendor home page says it is trusted by more than 1,000 professional services companies worldwide.Suggest an edit | Professional services automation for consultancies, agencies, architecture and engineering, software and IT firms. The home page says "AI-POWERED PROFESSIONAL SERVICES AUTOMATION". ELI is its AI teammate inside the product. Resource Capacity Planning helps teams spot shortages early. Scoro MCP connects Claude, ChatGPT and other AI tools to a Scoro workspace at no extra cost from Scoro.AI and updates (1)ELI AI teammate and the Scoro MCP server (October 2025, now offered with all packages per the MCP page). ELI is not tied to resource features on its site. AI capabilities: Assistant, MCP or agent API Vendor industries: consultancy, agency, architecture, engineering and construction, software development, IT services.
| Partial | Partial | Core | Core | 1 | |
| TempoResource management and capacityProjectsVendor says more than 30,000 companies use Tempo, including over half of the Fortune 100, with customers in 192 countries.Suggest an edit | Capacity Planner, timesheets and portfolio tools for teams that plan work in Jira. Tempo now leads with "Intelligent Portfolio Orchestration" and Loop, an AI platform for planning, strategy and visibility across time, capacity and cost. Capacity Planner shows who is free, at what rate and with what skill. Loop is in early access, and Workforce Intelligence tracks the cost of AI agents.AI and updates (0)Loop (Intelligence, Visibility, Strategy, Planning) is in an early access program, per the page. The home page demo shows capacity and timelines recalculated when AI agents join a team. Capacity Planner itself carries no AI claim. AI capabilities: Capacity and utilization, Scenario modeling Built for teams that plan work in Jira, including engineering teams. | Partial | Partial | Partial | Partial | 0 | |
| BridgitResource management and capacityProjects$35M raised; Latest round not published. Vendor page says "over $35 million USD in financing"; the 2025-10-15 release says more than CAD 43.5 million in equity.Suggest an edit | Workforce planning software for construction contractors. Bridgit leads with "AI workforce planning for construction" and calls Bridgit AI "your agentic workforce planning assistant". Ask Bridgit answers workforce questions. Five agents propose project teams, find assignments for people coming off jobs, and write change digests, org charts and workforce briefs. Bridgit MCP connects Claude, ChatGPT, Copilot and Gemini.AI and updates (2)Bridgit AI: Ask Bridgit chat, Import Roles, Smart Suggestion Summaries (October 2025), then five agents (Team Builder, Assignment Finder, Project Change Digest, Project Org Chart, Workforce Brief) and Bridgit MCP (July 2026). AI capabilities: Named agent, Workforce analytics, Assistant, MCP or agent API, Project staffing Vendor page: "Purpose-built for construction workforce planning" for general, self-perform and specialty contractors.
| Partial | Partial | Partial | Core | Partial | 2 |
| EpicflowResource management and capacityProjectsNo customer count published.Suggest an edit | Multi-project portfolio and resource management for PMOs and engineering organizations. The home page says "Projects, people and finance in one plan, optimized by AI". Its AI Portfolio Optimiser searches for portfolio plans, a Resource Allocation Advisor suggests who should take each task, and predictive analytics forecast load and delivery dates. AI Agents as a Resource plans AI agents in the same pool as people.AI and updates (0)AI Portfolio Optimiser, Resource Allocation Advisor, What-If Analysis and Predictive Analytics. AI Agents as a Resource plans agents like staff and can run them on EpicStaff, which Epicflow includes. An Epicflow blog post (updated 2026-06-14) says "Epica is our AI-powered assistant". AI capabilities: Capacity and utilization, Assistant, Labor demand forecasting, Scenario modeling, Project staffing Vendor roles: Head of PMO, VP Engineering; industries include aerospace, automotive, telecom and manufacturing project work. | Core | Partial | Partial | Core | Core | 0 |
| ForecastResource management and capacityProjectsOwned by Accelo (acquired July 2025)Suggest an edit | AI-powered resource management, capacity planning and financial forecasting for professional services firms, formerly forecast.app and now part of Accelo. Accelo says Forecast's predictive AI "is now the core of Accelo's platform". It recommends best-fit people by skills, availability and past work, forecasts demand from the pipeline, and runs replanning scenarios. An MCP connector links Claude, ChatGPT, Gemini and Copilot Studio.AI and updates (2)Predictive AI for resourcing and capacity, AI-assisted resourcing recommendations, an in-app AI assistant, in-app agents (Margin Guard, Capacity Assist, Automated Replanning) and an MCP connector, per Accelo's AI page. AI capabilities: Named agent, Capacity and utilization, Assistant, Labor demand forecasting, MCP or agent API, Scenario modeling, Project staffing Accelo lists consulting, engineering, architecture, agency and IT services firms.
| Core | Partial | Partial | Core | Core | 2 |
| MosaicResource management and capacityProjectsNo customer count or funding published.Suggest an edit | Project and resource planning, capacity and forecasting for professional services firms, mostly architecture and engineering. The home page says "Plan Better. Manage Better. With AI." Chello is its built-in AI planning assistant. It flags capacity gaps and utilization risk, runs hiring and workload what-if scenarios and answers questions on workload, revenue and hiring need. Mosaic says it is decision support, not autopilot.AI and updates (0)Chello AI Assistant (built in; plans capacity, flags gaps, runs scenario analysis and forecasting) plus AI resource allocation and "The Digest" (workforce forecasting, scenario planning). AI capabilities: Capacity and utilization, Assistant, Labor demand forecasting, Scenario modeling Vendor customer quotes come from architecture and engineering firms; built for professional services project work. | Core | Partial | Core | Core | 0 | |
Skills intelligence and internal mobility8 | |||||||
| 365TalentsSkills intelligence and internal mobilityOwned by Docebo (acquisition completed 2026-01-20; Docebo plans to keep the 365Talents brand while integrating the platforms); $12M raised; Series A, $12M (date not printed; vendor's own about page)Suggest an edit | "Skills that serve your ambition." 365Talents is an AI skills intelligence platform. It keeps a live map of employee skills (declared, validated and inferred), matches people to jobs, projects and training, and shows skill gaps and mobility trends to HR. Docebo bought it in January 2026. A conversational AI agent for employees is live; an analyst agent for HR is planned.AI and updates (2)Skills Intelligence Engine with automatic skills detection and LLM-based skills extraction; the Prism AI Agent for employees; a Workforce Analyst AI Agent planned for 2H 2026. AI capabilities: Workforce analytics, Assistant, Internal mobility, Skills inventory Not built for hourly or project staffing on its own pages.
| Partial | Core | Partial | 2 | ||
| iMochaSkills intelligence and internal mobility300+ enterprises (homepage).Also on The AI hiring software mapSuggest an edit | "The Context Layer for Skills & Work Intelligence." iMocha infers and tests employee skills, builds a skills architecture, and maps work at the task level to show where AI could automate or augment. It sells skill gap analysis, internal mobility and a Strategic Workforce Planning use case. HR and talent teams use it alone or inside Workday and SAP SuccessFactors.AI and updates (3)AI-driven Skills Inference that updates employee skill profiles, Work Intelligence for task-level automation and augmentation, an AI Agents Registry, an AI-Readiness Index and AI interviews. AI capabilities: Workforce analytics, Internal mobility, Skills inventory Not built for hourly or project staffing on its own pages.
| Partial | Core | 3 | |||
| GloatSkills intelligence and internal mobilitySeries D, $90M, 2022-06Also on The AI hiring software mapSuggest an edit | "Any workforce agent, shipped in weeks." Gloat sells an agentic HR platform to large employers, built on its Loomra workforce context engine. Agents for redeployment, career development, succession and workforce planning run inside Microsoft Copilot, Teams, Slack and HCM suites such as Workday, SAP SuccessFactors and Oracle. HR teams can also build their own agents with a no-code Builder.AI and updates (4)Loomra, a "Workforce Context Engine" with a knowledge graph and a governance engine; prebuilt Voice Agent and Career Agent; agents for workforce redeployment, succession planning, workforce planning and learning; a no-code Builder for custom agents. AI capabilities: Named agent, Assistant, Headcount and hiring plans, Internal mobility, Skills inventory Not built for hourly or project staffing on its own pages.
| Partial | Partial | Core | Partial | 4 | |
| ReejigSkills intelligence and internal mobility$17M top-up led by Salesforce Ventures (Reejig says not a Series B), 2022-10-13; nearly $40M raised to date as reported thenSuggest an edit | "The Work Operating System for AI-powered work." Reejig sells an enterprise platform that maps how work runs in a company as a Work Context Graph, finds where AI creates value, re-engineers roles for the AI era and orchestrates agents into workflows. HR and business leaders use it with Workday, with which it has a partnership. Its 2025 Work Architecture release also covers skills tracking and role-to-pay links.AI and updates (1)A Work Context Graph with a Work Architecture layer; analysis of where AI creates value; agents orchestrated into workflows in a seven-step Map, Analyze, Build, Run, Measure, Log, Update loop. AI capabilities: Workforce analytics, Org design, Skills inventory Not built for hourly or project staffing on its own pages.
| Partial | Core | 1 | |||
| retrain.aiSkills intelligence and internal mobility$34M raised; $14M round led by Radical Ventures, 2022-12-14, bringing total funding to $34MSuggest an edit | "Talent Intelligence Software Powered by Responsible AI." retrain.ai sells a skills architecture, talent acquisition and talent management platform to HR teams. It maps skills against workforce gaps to find upskilling and redeployment options, and builds career paths. Its pages say the data informs workforce planning. Hiring features are a large share of the product.AI and updates (0)Generative AI for sourcing, screening and ranking; a skills taxonomy and "capabilities genome" behind recommendations; auto-generated career pathing; explainable ("responsible") AI. AI capabilities: Internal mobility, Skills inventory Not built for hourly or project staffing on its own pages. | Partial | Core | 0 | |||
| TalentGuardSkills intelligence and internal mobilityStrategic investment, amount undisclosed, 2025-05-12Suggest an edit | "Close the gap between the workforce you have and the workforce you need." TalentGuard sells WorkforceGPT, an AI engine that scores job descriptions and builds skills-based role profiles with proficiency levels, plus a governed role studio and talent assessment. HR and business leaders use it to set role standards for career paths, succession and internal mobility. It runs as a free-to-start app and as an MCP connector in Claude.AI and updates (3)WorkforceGPT, an engine that scores job descriptions and builds role profiles; the standalone WorkforceGPT.AI app; an MCP connector listed in Claude's Connectors Directory; the Role Builder Agent named in its May 2025 investment release. AI capabilities: MCP or agent API, Internal mobility, Skills inventory Not built for hourly or project staffing on its own pages.
| Partial | Core | 3 | |||
| WorkeraSkills intelligence and internal mobilityOwned by Pearson (agreed to acquire, announced 2026-09-29; expected close 2H 2026, not confirmed closed); Series B, $23.5M, 2023-03-23Suggest an edit | Workera is "the AI-native skills intelligence platform used by leading enterprises to verify what their workforce can actually do." It measures skills with adaptive assessments and psychometrics, then sends each person to targeted learning. Pearson says the data supports hiring, internal mobility, redeployment and strategic workforce planning. Buyers are L&D, talent and AI-readiness leads. It is an assessment-led tool, not a headcount planner.AI and updates (1)Skills Intelligence Engine with agentic AI and adaptive assessment; AI agents for skills assessments, hiring, AI Studio (custom assessments) and Ambient Coaching (always-on capability signals from daily work); an AI Readiness Index. AI capabilities: Workforce analytics, Assistant, Skills inventory Not built for hourly or project staffing on its own pages.
| Partial | Core | 1 | |||
| Fuel50Skills intelligence and internal mobilityOwned by Phoenix Education Partners (definitive agreement 2026-09-17; close not confirmed)Also on The AI hiring software mapSuggest an edit | "Build the Workforce You Need as AI Changes Work." Fuel50 sells a skills ontology, a skills inventory and an internal talent marketplace (mobility, gigs, development, succession). HR and talent leaders use it to see skills and gaps and move people into roles. AI agents coach employees and managers, and an MCP server feeds its skills data to other AI tools.AI and updates (4)Agentic Hub with a Career Advisor Agent and a Leader Coach Agent; Task Intelligence that classifies tasks as automated, assisted, collaborative or strategically human; an MCP Server (beta) that lets ChatGPT, Claude, Glean and Teams read Fuel50 skills data. AI capabilities: Workforce analytics, Assistant, MCP or agent API, Internal mobility, Skills inventory Not built for hourly or project staffing on its own pages.
| Partial | Core | Partial | 4 | ||
HR suites and HRIS7 | |||||||
| ADPHR suites and HRISHourlyPublic company (NASDAQ: ADP); 1.1 million clients, 42 million wage earnersAlso on The AI hiring software mapSuggest an edit | ADP sells hourly workforce management inside Workforce Now, Lyric HCM and Global Payroll: demand-based scheduling, labor forecasting from business drivers, overtime alerts and predictive analytics, packaged as the ADP WorkForce Suite in November 2025. ADP Assist analytics agents build workforce reports from chat questions. ADP sells no headcount or strategic workforce planning product of its own.AI and updates (1)ADP Assist analytics agents turn chat queries into reports and dashboards (release dated 2026-01-28). A Nucleus Research summary on adp.com credits ADP Workforce Manager with "AI-assisted decision-making and forecasting". The UK page for ADP Time and Workforce Manager says scheduling can start from up to three years of earlier data. The US WorkForce Suite release names no AI scheduling feature. AI capabilities: Workforce analytics, Assistant, Labor demand forecasting, Shift scheduling The workforce management page offers demand-based scheduling, shift swaps and open-shift fills, and the suite release mentions giving "frontline workers more flexibility with scheduling"; no opened page uses the word 'hourly'.
| Partial | Core | Partial | 1 | ||
| DayforceHR suites and HRISHourlyOwned by Thoma BravoAlso on The AI hiring software mapSuggest an edit | Dayforce sells Strategic Workforce Planning, launched in October 2025 after it bought Agentnoon: a single view of workforce and cost drivers where HR, finance and business leaders test scenarios, model organizational changes and forecast skills and costs, with a conversational interface. Dayforce Workforce Management forecasts labor demand with machine learning and auto-generates schedules for frontline teams.AI and updates (5)Strategic Workforce Planning has predictive insights for skills and costs, what-if modeling and a conversational interface. Machine-learning labor demand forecasting uses past trends, holidays, events and weather. Dayforce AI Agents (time agents show shifts and schedules) and Dayforce Bots run on the Agentic HCM Platform; new scenario modeling across people and AI agents was announced in October 2026. AI capabilities: Named agent, Workforce analytics, Assistant, Labor demand forecasting, Org design, Scenario modeling, Shift scheduling, Workforce cost The scheduling page offers time and attendance to "empower your frontline workers"; Strategic Workforce Planning covers frontline, knowledge, corporate, contingent and gig workers.
| Core | Core | Partial | Core | Partial | 5 |
| Infor HCMHR suites and HRISHourlyOwned by Koch IndustriesAlso on The AI hiring software mapSuggest an edit | Infor WFM is "an AI-powered platform for labor planning, scheduling, time and attendance, payroll and compliance" for large frontline workforces, strongest in healthcare. Machine-learning labor planning and forecasting projects labor needs, scheduling matches staff to real-time demand, and Infor Industry AI helps managers forecast demand, flag coverage gaps and shape schedules. Infor has no headcount planning product on its pages.AI and updates (1)AI-powered labor planning and forecasting using machine learning and historical data, with adaptive models that pick the algorithm for each use case. Infor Industry AI Agents are in limited availability; its Job Architecture and HR Operations agents touch workforce structure and staffing assignments, and no scheduling agent is listed. AI capabilities: Labor demand forecasting, Shift scheduling The WFM page says "Empower hourly employees to work productively and control their own schedules"; Infor Clinical Science matches staffing to patient care needs.
| Core | Partial | Core | Partial | 1 | |
| Oracle Fusion Cloud HCMHR suites and HRISHourlyOwned by Oracle CorporationAlso on The AI hiring software mapSuggest an edit | Oracle sells workforce modeling (the effect of proposed changes on headcount and worker cost) and, in 2026, AI agents for planners and frontline managers: a Workforce Schedule Assistant that "assigns shifts, and recommends the best-fit workers in real time", a Workforce Operations Command Center for scheduling, time and absence, and skills supply-versus-demand agents for workforce planners.AI and updates (3)Workforce Schedule Assistant (AI agent, release 26A, set up through support), Workforce Operations Command Center (a Fusion Agentic Application), Positions Assistant, and the Workforce Skills Supply vs. Demand Agent, all built on Oracle's AI Agent Studio for Fusion Applications. AI capabilities: Named agent, Headcount and hiring plans, Shift scheduling, Skills inventory, Workforce cost Workforce Operations Command Center is described as automating scheduling, time tracking and absence management "for frontline and operational teams" (trade copy of the release).
| Core | Partial | Core | Partial | 3 | |
| SAP SuccessFactorsHR suites and HRISHourlyOwned by SAP SEAlso on The AI hiring software mapSuggest an edit | SAP is extending SuccessFactors into workforce planning: a capability in SAP Enterprise Planning that "moves workforce planning beyond static models" by joining data from SAP Cloud ERP, SAP Fieldglass and SuccessFactors, and AI-enabled organizational modeling in Employee Central that tests structure changes before they go live. A skills foundation and Workforce Scheduling for shift planning in manufacturing complete the set. SAP agreed to buy TechWolf to power skills and workforce planning.AI and updates (3)Joule assistants and agents, AI-enabled organizational modeling for Employee Central, a Workforce Upskilling Assistant, and People Intelligence with Joule-powered insights. Workforce Scheduling matches staffing and capabilities against operational demand (early adopter access from January 2026). AI capabilities: Named agent, Workforce analytics, Assistant, Org design, Shift scheduling, Skills inventory, Workforce cost Workforce Scheduling is described as "optimized shift planning in manufacturing and other production industries"; it was in early adopter access.
| Partial | Core | Core | Partial | Partial | 3 |
| UKGHR suites and HRISHourlyPrivately held; UKG says tens of thousands of organizations use it to plan frontline staffingAlso on The AI hiring software mapSuggest an edit | UKG sells workforce management to frontline-heavy employers. Dynamic Labor Management "helps organizations identify staffing gaps and react to fluctuations in customer demand" and recommends staff rebalancing within legal and contractual limits; UKG Pro WFM schedules employees; UKG Strategic Workforce Planning covers long-term forecasting and scenario planning. In June 2026 UKG added Dynamic Workforce Operations with Live Schedule and Live Coverage alerts.AI and updates (2)Dynamic Labor Management and Dynamic Workforce Operations give managers real-time staffing guidance from demand data, schedules and forecasts. Bryte Voice (August 2026) lets frontline workers use voice assistants for actions such as checking their schedule; Frontline Assist gives workers schedules, punches and PTO balances. The Dynamic Labor Management release does not call the tool AI-powered; UKG describes itself as a leading global AI platform for HR, pay and workforce management. AI capabilities: Named agent, Assistant, Labor demand forecasting, Scenario modeling, Shift scheduling UKG aims its scheduling and labor tools at frontline employers; the June 2026 release says demand "changes by the hour".
| Partial | Partial | Core | Partial | 2 | |
| WorkdayHR suites and HRISHourlyPublic company (NASDAQ: WDAY); paid about $1.1B for Sana aloneAlso on The AI hiring software mapSuggest an edit | Workday sells workforce planning through Adaptive Planning, where HR, finance and business leaders "plan, execute, and analyze workforce plans": driver-based headcount and hiring plans with cost impact, org design and scenario modeling, and skills-gap planning. Decision Intelligence adds plain-language questions and scenario comparison. For hourly teams, Workday Scheduling and a Workforce Management Agent handle shifts, swaps and demand-based staffing.AI and updates (6)Adaptive Decision Intelligence (natural-language questions, side-by-side scenarios with Monte Carlo runs; early adopters from May 2026) and Workday Decision Intelligence for HR and finance (October 2026). Workforce Management Agent, powered by Sana, handles schedule changes and shift swaps. Skills Cloud uses AI and machine learning to infer skills. AI capabilities: Named agent, Workforce analytics, Assistant, Labor demand forecasting, Headcount and hiring plans, Internal mobility, Org design, Scenario modeling, Shift scheduling, Skills inventory, Workforce cost Workday Scheduling and the Workforce Management Agent target retail and manufacturing workers (agent page industries). Adaptive also lists professional services resource planning, but not as a staffing product, so projects stays false.
| Partial | Core | Core | Core | Core | 6 |
140 dated events between 1 May 2025 and 7 November 2026, newest first. Each links to the page we opened that prints its date. No date is inferred.
| Date | Company | Event | Kind |
|---|---|---|---|
| 3 Nov 2026 | Planday | Planday brings rota management to ChatGPT and Claude Planday launched verified connectors that let managers use Planday rota data inside ChatGPT and Claude, draft new shifts and reassign staff with user confirmation, and review staffing against weather, events or bookings. It is an early-access rollout at no extra cost, and over 216 customers had connected. | Product launch |
| 2 Nov 2026 | Abacum | Abacum launches Abra, an orchestrating AI agent Agent Abacum launched Abra, an orchestrating agent that coordinates Modeler, Analyst, Reporter and Data Manager agents. It is "available today to all Abacum customers as standard functionality". | Product launch |
| 27 Oct 2026 | Dayforce | Agentic HCM Platform adds scenario modeling and frontline scheduling tools Dayforce unveiled the Agentic HCM Platform. New scenario modeling lets leaders model skills, capacity, structure and costs across people and AI agents; a Command Center for Frontline Operations and new manager time and scheduling tools cover coverage, schedules and exceptions. | Product launch |
| 27 Oct 2026 | ChartHop | Ask ChartHop drafts headcount plans and builds agentic actions Ask ChartHop can draft a complete headcount plan from a description; the draft opens in the planning wizard at the Review step for submission. It can also set up agentic actions from plain-language triggers in AI Pro. | Product launch |
| 22 Oct 2026 | Cube | Cube MCP Server goes live in Claude's connector directory Cube announced a partnership with Anthropic. Finance teams add Cube from Claude's connector directory and query their governed financial model in plain English. The release says it is "available now". | Product launch |
| 21 Oct 2026 | Pigment | Pigment raises $250 million Series E at a $2.3 billion valuation PYMNTS reports Pigment is worth $2.3 billion after a $250 million Series E, per a press release of Wednesday 21 October. The money goes to its Graphite compute engine and the AI agents that run on it. | Funding |
| 20 Oct 2026 | Visier | Vee Diagnostics explains why the workforce changed Vee Diagnostics adds statistical driver analysis to Vee, ranks the factors, flags confidence levels and can model the effect of changing a driver. Early access for select customers; general availability planned for Winter 2027. | Product launch |
| 20 Oct 2026 | Lightcast | Lightcast launches ASK and an MCP server ASK answers workforce questions in plain language in the Analyst platform and links to the underlying report. The MCP server connects AI assistants to Lightcast data on hiring demand, wages and talent supply. | Product launch |
| 20 Oct 2026 | Homebase | Homebase announces Homebase Assistant for hourly teams Agent Homebase Assistant helps with scheduling, payroll timecard checks, job posts, finding replacements for uncovered shifts and screening candidates. SiliconANGLE reports: 'None of them is contacted before the owner gives the go-ahead.' Homebase's own assistant page offers a waitlist. | Product launch |
| 19 Oct 2026 | TalentNeuron | TalentNeuron and BCG partner on workforce redesign for AI BCG and TalentNeuron will help clients model the cost and capability effects of scenarios and decide whether to hire, reskill, redeploy or automate. The platform stays in place afterward for plan updates. | Partnership |
| 13 Oct 2026 | Workday | Decision Intelligence for HR and finance Workday brought Decision Intelligence to Workday HCM and Financial Management customers. HR teams test workforce plans (for example whether a plan for 50 new hires is still needed), weigh hiring, internal talent, contingent labor or retention, and model scenarios across HR and finance. | Product launch |
| 13 Oct 2026 | Abacum | Abacum launches Modeler, an agentic modeling agent Agent Abacum launched Modeler, "an AI agent that brings Agentic Modeling to finance teams". It turns prompts or spreadsheets into live business models and is available to all customers at no extra cost. A headcount plan is one of its examples. | Product launch |
| 8 Oct 2026 | Fuel50 | Fuel50 launches the Leader Coach agent Leader Coach is an AI agent for people leaders. It brings Fuel50 skills, career and talent marketplace data into one natural-language view of team capability and suggests next steps such as mentors, gigs and assessments. | Product launch |
| 6 Oct 2026 | Vena | Vena launches the Analytics Agent in open beta and expands MCP Agent Vena's new Analytics Agent does multi-step financial analysis on the live Vena model and builds context over time. It is in open beta, with general availability expected later in October 2026. Vena MCP gains scheduled automations and desktop AI workflows. | Product launch |
| 6 Oct 2026 | SAP SuccessFactors | SAP agrees to buy TechWolf SAP agreed to acquire TechWolf, an AI work intelligence platform. After closing, TechWolf is expected to power SuccessFactors skills mapping, workforce planning and organizational redesign; terms were not disclosed and close is expected in Q4 2026. | Acquisition |
| 6 Oct 2026 | Orgvue | Orgvue adds a WebMCP interface for customer agents WebMCP connects a customer's AI agent to an open Orgvue Workspace tab so the agent can model restructuring steps and their impact. No data changes without explicit human review. Early access now, general availability from January 2027. | Product launch |
| 30 Sep 2026 | Kantata | Kantata adds Agent Studio Agent Agent Studio lets firms describe a job in plain language and have the Expertise Agent build and test a custom agent that a person or workflow can trigger. | Product launch |
| 29 Sep 2026 | Workera | Pearson agrees to acquire Workera Pearson will fold Workera into its Enterprise Learning & Skills business, and founder and CEO Kian Katanforoosh joins that division's leadership team. Terms were not disclosed. The release expects closing in the second half of 2026. | Acquisition |
| 28 Sep 2026 | Gloat | Gloat and The Josh Bersin Company partner on Galileo inside Gloat The Galileo research corpus (best practices, frameworks, benchmarks) becomes a building block inside Loomra so every Gloat agent can reason with Bersin guidance and live workforce context. The release says it is available now, starting with SAP SuccessFactors customers. | Partnership |
| 24 Sep 2026 | Fuel50 | Fuel50 launches Task Intelligence Task Intelligence surfaces the tasks inside roles and classifies each one on a Task Agency Scale (automated, assisted, collaborative, strategically human), then rolls the view up across roles, functions and business units to guide work redesign. | Product launch |
| 23 Sep 2026 | TalentGuard | TalentGuard WorkforceGPT joins Claude's Connectors Directory WorkforceGPT is listed in Claude's Connectors Directory and open to other MCP clients. An agent can score a job description and build a structured role profile with skills and proficiency levels. A free WorkforceGPT account is enough. | Product launch |
| 22 Sep 2026 | Quinyx | Quinyx named a Leader in the first Gartner Magic Quadrant for Workforce Management Technology Quinyx says it is one of seven Leaders in the inaugural Gartner Magic Quadrant for Workforce Management (WFM) Technology, dated 14 September 2026 in the vendor's citation. The release says it now supports around 800 customers across more than 50 countries. | Research |
| 18 Sep 2026 | Prophix | Prophix unveils the Autonomous Planning Agent in its Fall 2026 release Agent FF News reports Prophix launched the Prophix One Autonomous Planning Agent, "built to automate recurring FP&A processes through governed workflows", with people kept in the review loop. | Product launch |
| 17 Sep 2026 | Workday | Gartner names Workday a Leader for workforce management Workday was named a Leader in the inaugural 2026 Gartner Magic Quadrant for Workforce Management Technology. The release describes Workday Scheduling, AI demand forecasting from seasonality, events and history, and a Workforce Management Agent powered by Sana. | Research |
| 17 Sep 2026 | Fuel50 | Phoenix Education Partners agrees to acquire Fuel50 Phoenix Education Partners (NYSE: PXED), parent of the University of Phoenix, signed a definitive agreement to buy Fuel50. Fuel50 keeps its brand and Jo Mills is expected to become CEO at close. The release expects closing within 30 days. | Acquisition |
| 16 Sep 2026 | Infor HCM | Gartner names Infor a Leader for workforce management Infor was named a Leader in the 2026 Gartner Magic Quadrant for Workforce Management Technology; Infor WFM "schedules staff in real time based on demand, skills, availability and preferences" for frontline employers. | Research |
| 15 Sep 2026 | WorkJam | Catalyst Brands expands WorkJam and launches its AI Agent for HR support WorkJam is expanding across the Catalyst Brands portfolio (JCPenney, Aeropostale, Brooks Brothers, Lucky Brand, Nautica), reaching about 70,000 associates, and Catalyst is launching WorkJam's AI Agent for conversational HR and benefits answers inside the app. | Product launch |
| 10 Sep 2026 | cfo.ai | Runway rebrands as cfo.ai SiliconANGLE reports Runway Financial decided to "pivot away from accounting software and rebrand itself as cfo.ai". The company was founded in 2020 as an AI-native accounting software firm. | Rebrand |
| 10 Sep 2026 | cfo.ai | cfo.ai launches Ari, a proactive AI CFO for founders Always-on Ari connects to accounting, payroll, banking and CRM systems and keeps a live financial model. Founders can ask it to analyze hiring plans and model their financial impact. | Product launch |
| 10 Sep 2026 | Pigment | Pigment launches Frames, AI-built interfaces for planning Pigment introduced Frames, a generative UI that lets teams build custom planning interfaces from plain-language descriptions on the live planning model. It is in beta, with open beta for all customers on September 28. | Product launch |
| 9 Sep 2026 | Certinia | Certinia expands Veda with 14 agents and MCP access Agent The largest Veda expansion adds 14 agents and raises Veda Intelligent Actions from 64 to 135, including resume-to-skills parsing and ranked resource recommendations. Actions run natively, in Agentforce, or through MCP in Claude and Copilot. | Product launch |
| 8 Sep 2026 | Workforce.com | Thoma Bravo makes growth investment in Tanda (Workforce.com) Thoma Bravo announced a strategic growth investment in Tanda, which operates internationally as Workforce.com, to support product innovation including its AI roadmap. The co-founders stay significant shareholders and the company had been bootstrapped since its founding. The amount was not disclosed. | Funding |
| 8 Sep 2026 | Orgvue | Main Capital Partners takes a majority stake in Orgvue Main Capital Partners acquired a majority stake in Orgvue, which it describes as Strategic Workforce Management software. Orgvue's management team stays in place. | Acquisition |
| 19 Aug 2026 | Oracle Fusion Cloud HCM | Oracle adds Fusion Agentic Applications and AI agents for talent management Oracle said it is introducing new Fusion Agentic Applications and AI agents for HR, built into Fusion Cloud Applications and running on Oracle Cloud Infrastructure. Work architecture agents include the Job Architect Agent, Intelligent Talent Profiles Agent and Role Guide Generation Agent. Pipeline's October 2026 issue also lists a Workforce Skills Supply vs. Demand Agent for workforce planners. | Product launch |
| 18 Aug 2026 | Vena | Vena completes its Morpheo AI acquisition Vena completed its acquisition of Morpheo AI, an enterprise agentic data platform, for its Vena Omega context engine. The definitive agreement was announced in July 2026. | Acquisition |
| 13 Aug 2026 | iMocha | iMocha partners with Lightcast on its skills taxonomy iMocha Skills and Work Intelligence will run on the Lightcast Skills Taxonomy, a shared skills language for hiring, learning, internal mobility, succession and workforce planning. | Partnership |
| 7 Aug 2026 | Fuel50 | Fuel50 launches an MCP Server in beta The Fuel50 MCP Server lets compatible AI tools such as ChatGPT, Claude, Glean and Microsoft Teams read Fuel50 skills and career intelligence in real time. It is in beta for select clients. | Product launch |
| 30 Jul 2026 | Resource Guru | Resource Guru launches an MCP server The read-only MCP server lets AI assistants explore schedules, availability, utilization, project budgets and time off in plain-language prompts. | Product launch |
| 29 Jul 2026 | Bridgit | Bridgit launches five AI agents and Bridgit MCP Agent Team Builder, Assignment Finder, Project Change Digest, Project Org Chart and Workforce Brief move Bridgit AI from answers to tasks. Bridgit MCP connects Claude, ChatGPT, Copilot and Gemini to live Bridgit data. | Product launch |
| 28 Jul 2026 | Revelio Labs | Revelio Labs introduces the AI Labor Market Tracker A monthly tracker of AI's effects on employment, wages and job activities. It separates AI exposure from adoption and finds the mix of work changing faster than job titles. The article calls itself "deliberately descriptive rather than predictive or prescriptive". | Research |
| 28 Jul 2026 | Revelio Labs | Revelio Labs launches the Revelio Terminal with AI Chat and MCP The Terminal brings Revelio's workforce data together, with AI Chat for plain-language questions and an MCP integration for outside AI tools. Data spans 1.1 billion professional profiles and 5 billion job postings. | Product launch |
| 28 Jul 2026 | Nakisa | Nakisa Decision Intelligence comes to Databricks Nakisa Workforce Planning and NDI connect to Databricks through API and SQL, so leaders can compare hiring, redeployment, expansion and automation scenarios using data such as revenue forecasts and labor-market intelligence. | Partnership |
| 23 Jul 2026 | TechWolf | TechWolf and WTW partner on skills execution WTW and TechWolf will give large enterprises a real-time view of workforce skills linked to jobs, tasks and business priorities, using the Job Architecture Redesign Agent. | Partnership |
| 20 Jul 2026 | Planful | Planful launches an MCP Server that connects Claude Planful's MCP Server brings governed finance data into Claude, read-only, covering reports, actuals and variance. Workforce data is listed as "on the way"; ChatGPT, Gemini and Copilot support is planned. | Product launch |
| 14 Jul 2026 | Legion | Legion adds Upper Field Schedule Assistant in Spring 2026 release The Spring 2026 Production Release added the Legion AI Upper Field Schedule Assistant for district and area leaders. It summarizes performance across locations, flags stores that need attention and surfaces patterns such as manager edits that point to forecasting or training issues. It joins six Legion AI Assistants already in production. | Product launch |
| 13 Jul 2026 | WorkJam | WorkJam launches autonomous AI that runs frontline work in real time Always-on WorkJam added an autonomous AI layer that assigns the right task to the right person on shift, reprioritizes through the day, confirms completion and learns at store, district and region level. It works inside shift, certification and labor-rule limits, managers can override any decision, and every decision is logged. The AI Task Priority Engine was announced for the second half of 2026. | Product launch |
| 8 Jul 2026 | Humanforce | Humanforce launches HR Analytics and Learning tools Humanforce announced HR Analytics, which analyses workforce data for trends, anomalies and risks and answers plain-language questions, and Humanforce Learning, which assigns training automatically on workforce events. Both are available now. | Product launch |
| Jul 2026 | TechWolf | TechWolf Job Architecture Redesign Agent goes GA The agent, first announced in April 2025 as the TechWolf Agent, reached general availability in July 2026 as part of the Summer '26 launch. It helps rebuild job architectures and finds where work can be automated or augmented. | Product launch |
| 25 Jun 2026 | iMocha | iMocha Skills Intelligence listed on Workday Marketplace The listing writes AI-validated, proficiency-rated skills into Workday Skills Cloud and the Worker Profile for internal mobility, succession planning, learning recommendations and workforce analytics. | Partnership |
| 25 Jun 2026 | ChartHop | ChartHop adds a cost view to Scenarios and AI Pro agents in Slack and Teams Agent The new Impact tab in Scenarios gives Finance and HR one view of a hiring plan's full cost. AI Pro agents run in Slack and Teams with each employee's own permissions, and sensitive actions need approval. | Product launch |
| 21 Jun 2026 | Nakisa | Nakisa MCP supported across its product suite Agent Any MCP-compatible agent can work in Nakisa Workforce Planning, Lease Accounting, IWMS and NDI under the user's identity, with approval workflows and an audit trail. No extra charge for existing subscribers. | Product launch |
| 17 Jun 2026 | iMocha | iMocha and Udemy partner on skills validation and learning iMocha and Udemy connect iMocha's skills validation with Udemy's course catalog. 'Validated skills data is mapped directly to Udemy's course catalog' through a native integration with Udemy Business, so customers can assign targeted learning for skill gaps, and refreshed skills data flows back into iMocha. | Partnership |
| 16 Jun 2026 | Planview | Planview adds Scenario Planning and an Anvi MCP server Scenario Planning returns ranked scenarios with tradeoffs across capacity, financials and strategic fit. The Anvi MCP server lets Copilot, Claude, ChatGPT or any enterprise agent call Anvi. | Product launch |
| 16 Jun 2026 | Kantata | Kantata launches the Expertise Agent Agent The Expertise Agent takes natural-language goals, can create agents to coordinate project, resource and finance systems, and staffs teams by skills and capacity. | Product launch |
| 8 Jun 2026 | UKG | UKG adds agentic orchestration with Dynamic Workforce Operations Always-on UKG added Dynamic Workforce Operations, with Live Schedule and Live Coverage that flags overtime, missed-break and schedule-adherence risks before they become costly exceptions, and a Workforce Intelligence Hub that unifies real-time data with frontline insights. | Product launch |
| 28 May 2026 | Forecast | Forecast.app becomes Accelo.com Accelo completed the brand and website integration with Forecast. Forecast.app now redirects to Accelo.com and Forecast's predictive AI is the core of Accelo's platform. | Rebrand |
| 27 May 2026 | Workday | Adaptive Decision Intelligence for planning questions and scenarios Workday introduced Adaptive Decision Intelligence in Adaptive Planning. Finance and operations teams ask questions in natural language, compare scenarios side by side with Monte Carlo simulations, and commit a chosen scenario to the governed plan. Headcount data feeds the analysis. | Product launch |
| 21 May 2026 | OneStream | OneStream launches AI-Assisted Developer Studio and Agentic Finance Toolkit OneStream launched Developer Studio, which lets teams build with AI developer tools such as Claude Code and Cursor, and an Agentic Finance Toolkit with MCP finance tools for AI agents. | Product launch |
| 21 May 2026 | Humanforce | Humanforce launches Smart Scheduling, an AI rostering tool Humanforce launched Smart Scheduling, which forecasts staffing needs from sales, weather, bookings and foot traffic, generates and fills shifts against availability, skills, budget and award rules, and runs compliance checks before publishing. Managers review and approve rosters, and organisations choose how much to automate. The vendor claims up to 70% less roster management time. | Product launch |
| 19 May 2026 | OneStream | OneStream makes SensibleAI Agents generally available and adds a Finance Agentic Layer At Splash 2026 OneStream announced the general availability of SensibleAI Agents, with a new Forecast Agent for "forecast analysis in plain language", now within Microsoft 365 including Excel and Teams. A Finance Agentic Layer lets finance forecast, guide and report using Copilot, Claude, ChatGPT and Gemini. | Product launch |
| 14 May 2026 | SAP SuccessFactors | Workforce planning in SAP Enterprise Planning and AI org modeling At Sapphire 2026 SAP described a workforce planning capability in SAP Enterprise Planning that joins data from SAP Cloud ERP, SAP Fieldglass and SuccessFactors, and AI-enabled organizational modeling in Employee Central that lets leaders test structures before changes go live. | Product launch |
| 13 May 2026 | Vena | Vena makes the Planning Agent and MCP Server generally available At Excelerate 2026 Vena made the Planning Agent (forecasts, plan updates, scenario logic in natural language) and the Vena MCP Server for Claude, ChatGPT and Microsoft Copilot generally available. | Product launch |
| 12 May 2026 | Faethm by Pearson | Pearson and Salesforce expand partnership using Faethm, Credly and assessments Pearson will use Pearson's Faethm, Credly and assessment capabilities to help Salesforce "anticipate emerging skill needs across the workforce" with predictive, role-level insights. The release calls it a multi-year collaboration. | Partnership |
| 11 May 2026 | Productive | Productive 5.0 adds AI Agents and MCP server support Agent Agents handle entire tasks or work areas autonomously within set limits. The release also adds Skills, AI Notetaker, AI time tracking, Connectors and MCP server support. It rolled out as a limited-access beta. | Product launch |
| 4 May 2026 | Planview | Planview announces agent resource management Agent The capability adds AI agents and their cost, including compute and token spend, to the Planview resource model, with PM, Backlog and Forecasting agents. Available from Fall 2026 with early access. | Product launch |
| 29 Apr 2026 | Planful | Planful makes Planner Assistant generally available Planful announced general availability of Planner Assistant, a conversational interface for forward-looking forecasts built on the Planful Predict engine. The example prompt asks about CAPEX if headcount rises 15%. | Product launch |
| 28 Apr 2026 | Gloat | Gloat Agentic HR available in Microsoft 365 Copilot and Teams Agent Gloat's Copilot Agent and Teams app are listed in the Microsoft Agent Store and Microsoft Marketplace. The article says Agentic HR is generally available to enterprises worldwide and lists prebuilt agent types including workforce planning, redeployment and succession planning. | Product launch |
| 24 Apr 2026 | Visier | Visier updates Workforce AI and connects to Glean over MCP At Outsmart, Visier announced decision blueprints, a Glean MCP connection to its governed people data, and a joined experience for org design and skills planning. The vendor schedules general availability from May 2026. | Product launch |
| 22 Apr 2026 | Shiftbase | Shiftbase describes Shiftbase AI: revenue forecast and auto-scheduling in pilot Shiftbase's chief product officer published a post on its AI approach. The AI forecast turns sales data into expected revenue per day, and Auto-scheduling drafts a week from availability, contract hours and skills, shows the shifts it cannot fill, and leaves publishing to the manager. Pilot customers were already using the forecast. | Product launch |
| 22 Apr 2026 | Prophix | Prophix releases a second wave of Prophix One agents Agent Prophix said Prophix Copilot for Microsoft Teams and the Architect Agent are available now to all Prophix One customers. The Consolidation Agent was due in Spring 2026. | Product launch |
| 17 Apr 2026 | Planday | Planday releases Intelligent Shift Assignment in beta Planday's winter and spring product update introduced Intelligent Shift Assignment (beta), which analyses availability, contracted hours and working time rules to give a ranked list of best matches for each shift and flags compliance issues before they happen. The vendor says it is building agentic AI. | Product launch |
| 17 Apr 2026 | 365Talents | 365Talents says its Prism AI Agent is available The Prism AI Agent is a conversational agent for employees. It asks guiding questions, suggests opportunities with reasons they fit, and flags skill gaps. The page also plans a Workforce Analyst AI Agent for HR in 2H 2026. | Product launch |
| 15 Apr 2026 | Certinia | Certinia launches Veda Agent Veda is a suite of packaged agents and intelligent actions across estimation, resourcing, delivery, finance and customer success. Certinia says it is available today. | Product launch |
| 9 Apr 2026 | Oracle Fusion Cloud HCM | Fusion Agentic Applications for HR include Workforce Operations Command Center Oracle introduced eight Fusion Agentic Applications for HR. The Workforce Operations Command Center helps managers and frontline leaders run scheduling, time and absence work and speeds up scheduling approvals. | Product launch |
| 9 Apr 2026 | Abacum | Abacum launches Abacum Intelligence Abacum launched Abacum Intelligence, a platform-wide intelligence layer with Context, Modeling, Narrative, Scenario and Workflow components. An example scenario prompt is "How do we reach $125M without adding headcount?". | Product launch |
| 8 Apr 2026 | TalentNeuron | TalentNeuron launches Organizational Design Organizational Design builds structure scenarios on a live workforce plan and tests them against talent supply, compensation benchmarks and competitor hiring. It links task-level automation impact to headcount planning. Available to all clients. | Product launch |
| 1 Apr 2026 | OneStream | OneStream completes its acquisition by Hg OneStream announced the completion of its acquisition by Hg. The all-cash deal values it at about $6.4 billion in equity value, and its stock ceased trading on Nasdaq. | Acquisition |
| 31 Mar 2026 | Gloat | Gloat introduces Agentic HR on its Loomra engine Agent Gloat launched Agentic HR: agents built with the business rules and security already set up in Workday, SAP SuccessFactors or Oracle, running in Microsoft Copilot, Teams, Slack and other AI apps, plus an agent builder. Bersin lists agents already built for workforce redeployment, career development, internal talent sourcing, succession planning and learning. | Product launch |
| 27 Mar 2026 | Anaplan | Anaplan releases CoModeler, Custom Analyst and Agent Studio with 12 new applications Anaplan made CoModeler (an AI agent for planning architects), Custom Analyst and Agent Studio available, plus 12 purpose-built applications. Contact Center Planning and Project Resource Planning are aimed at HR and workforce leaders. | Product launch |
| 26 Mar 2026 | Vena | Vena completes its Acterys acquisition Vena completed its acquisition of Acterys, which "provides enterprise-grade planning, analytics and application development solutions", to extend Orchestrated Planning. | Acquisition |
| 24 Mar 2026 | ChartHop | ChartHop launches AI Pro with agentic actions and MCP Always-on AI Pro adds agents that carry out multistep tasks such as starting headcount approvals, custom agents that watch span of control and forecast budget alignment, and MCP support. Early access through customer success. | Product launch |
| 18 Mar 2026 | TalentNeuron | TalentNeuron launches Synappy, a conversational AI assistant Synappy answers workforce questions in everyday language using talent supply, employer demand, skills trends and competitor hiring data. Available to existing customers now. | Product launch |
| 18 Mar 2026 | Board | Board makes FP&A and Controller Agents available Board unveiled its Office of Finance AI agents. The release heading reads "FP&A Agent and Controller Agent Now Available", "designed to help finance teams reduce manual effort". It does not mention HR or workforce planning. | Product launch |
| 4 Mar 2026 | Pigment | Pigment launches AI Intent Modeling with the Modeler Agent Agent Pigment launched AI Intent Modeling: teams "describe the outcome they want in natural language" and the patent-pending Modeler Agent builds "governed, production ready models and applications". The Modeler Agent is generally available; access is requested through a customer success manager. | Product launch |
| Mar 2026 | Float | Smart assign ships Smart assign recommends a person for unassigned roles on an estimate or project, based on role fit and availability. The page says "Shipped in March 2026". | Product launch |
| 25 Feb 2026 | One Model | One Model lists One AI Assistant as live and MCP services as available One Model's 2025 results release lists the One AI Assistant as live, "a conversational interface for exploring workforce questions", and says MCP services are "available today" for Copilot, ChatGPT, Claude and Gemini. It also lists a first release of One AI Data Intelligence for AI-powered onboarding. | Product launch |
| 4 Feb 2026 | Dayforce | Thoma Bravo completes Dayforce take-private Thoma Bravo completed its acquisition of Dayforce, valued at about US$12.3 billion, at US$70.00 per share in cash. | Acquisition |
| 21 Jan 2026 | Datarails | Datarails launches Strategy, Planning and Reporting AI Finance Agents The release says the three agents are "launching today". They answer finance questions and build board-ready PowerPoint, PDF and Excel files from ERP, CRM, HRIS and Excel data. | Product launch |
| 21 Jan 2026 | Datarails | Datarails raises a $70 million Series C led by One Peak Datarails raised $70 million in Series C funding, bringing total funding to $175 million. The money goes to AI for the CFO's office. | Funding |
| 21 Jan 2026 | Board | Board announces Board Agents on Microsoft Foundry Board announced Board Agents on Microsoft Foundry, "an intelligent suite of domain-specific, enterprise-ready AI agents". The FP&A and Controller Agents "will be available globally starting March 31, 2026", with Merchandiser and Supply Chain Agents to follow. The release covers finance, supply chain and merchandising, not HR. | Product launch |
| 20 Jan 2026 | 365Talents | Docebo acquires 365Talents Docebo acquired all issued shares of 365Talents for about US$54.6M in cash plus up to US$5.1M in earn-outs. Docebo plans to keep the 365Talents brand and is 'progressively integrating the two platforms'. | Acquisition |
| 12 Jan 2026 | Legion | Legion ships 90+ features and next-generation AI Assistants Legion announced more than 90 new product features, including next-generation Legion AI Assistants that explain schedule changes and trade-offs across cost, coverage and compliance, plus Labor Planning what-if scenarios and configurable SmartCards. The release says it moves 'beyond insights and recommendations to deliver autonomous workforce decision automation'. | Product launch |
| 7 Jan 2026 | WorkJam | WorkJam major release adds AI workflow automation and agent experiences Always-on WorkJam's January release builds AI into workflows: it triggers tasks, flags exceptions without waiting for a user to ask, enforces SOPs and connects to other systems to resolve issues, with contextual agent experiences. WorkJam positions it as respecting compliance and non-compensatory time. Agent-to-agent orchestration was planned for Q1 2026. | Product launch |
| 6 Jan 2026 | OneStream | OneStream agrees to be acquired by Hg for $6.4 billion OneStream entered a definitive agreement to be acquired by an entity controlled by Hg, with minority investments from General Atlantic and Tidemark. Shareholders get $24.00 a share in cash. | Acquisition |
| Jan 2026 | TalentGuard | TalentGuard launches WorkforceGPT.AI as a self-serve app WorkforceGPT.AI builds a skills-based role profile (job description, skills, proficiency levels and learning pathways). New users can create three role profiles free. | Product launch |
| 9 Dec 2025 | Anaplan | Anaplan launches role-based AI agents, including Workforce Analyst Anaplan introduced four role-based agents for finance, sales, supply chain and workforce. Workforce Analyst "identifies workforce risks, determines and communicates the impact of headcount decisions" and the release says the agents are now available to customers. | Product launch |
| 6 Dec 2025 | Cube | Cube and Rillet launch an AI-powered integration Cube and the AI-native ERP Rillet launched an integration that syncs Rillet general ledger actuals to Cube for variance analysis, AI forecasts and natural-language questions. | Partnership |
| 3 Dec 2025 | Orgvue | Orgvue unveils the Henshaw AI suite Orgvue announced Henshaw Roles, which groups similar positions into roles, role clusters and job families, and Henshaw Assistant, which answers natural-language questions about org data. Both start in early access. | Product launch |
| 20 Nov 2025 | ADP | ADP launches unified WorkForce Suite across its HCM platforms ADP brought its workforce management suite into Workforce Now, Lyric HCM and Global Payroll: time and attendance, demand-based scheduling with labor forecasting from business drivers, absence management, and predictive analytics. | Product launch |
| 13 Nov 2025 | Visier | Visier launches an MCP server for AI agents The Visier MCP lets any MCP-capable agent call governed people data functions, checked against the customer's entitlements. It was due to become available on 22 November 2025 and is bundled with Vee in Visier Enterprise. | Product launch |
| 6 Nov 2025 | ChartHop | Ask ChartHop expands to all five modules Ask ChartHop, available in Headcount Planning among other modules, can review the org structure, compare planning scenarios and show how each affects budgets by department. | Product launch |
| 5 Nov 2025 | Deputy | Deputy AI opens in global beta Deputy unveiled Deputy AI, an AI teammate for shift-based operations that connects scheduling, labor forecasting and real-time performance insights, and answers manager questions with recommended schedule changes. Managers could request early access. The CEO described it as a shift from smart scheduling to agentic workforce orchestration. | Product launch |
| 4 Nov 2025 | Workday | Workday closes Sana deal Workday completed its acquisition of Sana, an AI company building enterprise knowledge tools, to make Workday the new front door for work. | Acquisition |
| 4 Nov 2025 | UKG | UKG announces Dynamic Labor Management UKG announced Dynamic Labor Management, which works by "continually analyzing demand data, schedules, and forecasts" to help managers spot staffing gaps and rebalance staff within compliance and contractual limits. It said the tool would be available in the first quarter of 2026. | Product launch |
| Nov 2025 | Float | Float MCP opens in beta Float says its MCP server lets people ask about their people and projects in plain language inside tools like ChatGPT and Claude. The page prints "Beta available since November 2025". | Product launch |
| 30 Oct 2025 | WorkJam | WorkJam and UKG launch FastTrack pilot for task and audit management WorkJam announced a free 60-day FastTrack pilot for qualifying UKG Pro Workforce Management customers, with intelligent task distribution by role and availability, multi-level workflows and photo or video verification of each step. | Partnership |
| 15 Oct 2025 | Planview | Planview introduces Anvi Planview Anvi is its enterprise AI for connected work: in-app risk alerts, conversational chat that can take actions, and an agent studio with prebuilt agents. The release mentions capacity and resource constraints. | Product launch |
| 15 Oct 2025 | Bridgit | Bridgit introduces Bridgit AI Bridgit AI launches with Ask Bridgit (workforce chat and reports), Import Roles (roles from an uploaded file) and Smart Suggestion Summaries (why a person fits a role). | Product launch |
| 14 Oct 2025 | Kantata | Kantata rolls out the Expertise Engine Consultancy.uk reports Kantata 'has commenced the roll-out' of its Expertise Engine, an AI platform with a proprietary services language model and an industry performance dataset for benchmarking, built on a firm's past projects. | Product launch |
| 13 Oct 2025 | SAP SuccessFactors | SuccessFactors 2H 2025 release adds Workforce Scheduling SAP's 2H 2025 SuccessFactors release introduced Workforce Scheduling for "optimized shift planning in manufacturing and other production industries", with early adopter access in January 2026, plus a unified skills foundation and People Intelligence with Joule-powered insights. | Product launch |
| 8 Oct 2025 | Scoro | Scoro launches an MCP server for early adopters The Scoro MCP server connects a Scoro workspace to AI tools such as Claude and ChatGPT for multi-tool workflows. At launch it was open to early adopters. | Product launch |
| 8 Oct 2025 | Planful | Planful makes AI Analyst Assistant generally available Planful announced general availability of its AI Analyst Assistant, "an agentic AI assistant purpose-built for finance". It is now available to all customers; a Planner assistant was listed as upcoming. | Product launch |
| 8 Oct 2025 | Nakisa | Nakisa launches its agentic Decision Intelligence platform in preview Nakisa describes the platform as running "what-if simulations and forecasts", and says "Nakisa AI agents can execute instantly" on recommendations. Access is through a preview environment. Workforce planning and org design are one of three demoed uses, with real estate and lease accounting. | Product launch |
| 7 Oct 2025 | Dayforce | Dayforce buys Agentnoon Dayforce announced its recent acquisition of Agentnoon, a workforce planning company. The release says Agentnoon's open platform "provides the opportunity to rapidly re-platform within Dayforce" and that the deal sped up the release of Strategic Workforce Planning. | Acquisition |
| 7 Oct 2025 | Dayforce | Dayforce launches Strategic Workforce Planning Dayforce launched Strategic Workforce Planning, which pulls employee and organizational data into one view of workforce and cost drivers. Leaders test scenarios, model organizational changes and forecast skills and costs, using a conversational interface, across frontline, knowledge, contingent and gig workers. | Product launch |
| 1 Oct 2025 | Lightcast | Lightcast acquires Simply Lightcast acquired Simply, a UK-based workforce analytics provider. The Simply team will be integrated into Skill Collective. Terms are not given on the page. | Acquisition |
| 24 Sep 2025 | Kantata | Kantata launches the Resourcing Agent Agent The agent analyzes project and staffing data for overallocation, misaligned timelines and budget overruns, and can recommend or run fixes such as shifting hours. It is available to all Kantata OX customers. | Product launch |
| 18 Sep 2025 | Visier | Visier adds AI-powered Org Design to its workforce planning suite Org Design lets leaders model future-state structures on a canvas with roles, layers and spans, compare them with current state on any Visier metric such as compensation cost and attrition risk, and track execution. GenAI narrates the impact. | Product launch |
| 17 Sep 2025 | Aleph | Aleph raises a $29 million Series B led by Khosla Ventures Aleph announced a $29 million Series B led by Khosla Ventures, with Picus Capital, Bain Capital Ventures and Y Combinator, bringing total funding to $46 million. | Funding |
| 16 Sep 2025 | Workday | Illuminate adds Planning and Frontline agents Workday added new Illuminate agents. The release lists a Planning Agent, which it says helps early access customers cut data exploration and analysis by 30%, and a Frontline Agent, which it says cuts time spent managing staffing changes by up to 90%. | Product launch |
| 16 Sep 2025 | Workday | Workday agrees to buy Sana for about $1.1B Workday agreed to acquire Sana, maker of Sana Agents and Sana Learn, to become the new front door for work. | Acquisition |
| 16 Sep 2025 | Oracle Fusion Cloud HCM | Oracle announces 13 HR agents including Positions Assistant Oracle announced 13 agents for Fusion Cloud HCM. The Positions Assistant helps with staffing decisions and the Succession Planning Advisor maps succession coverage and simulates risk scenarios. | Product launch |
| 15 Sep 2025 | Vena | Vena launches the Planning Agent in open beta Vena launched the Vena Planning Agent in open beta with select customers. Business users run driver-based planning in natural language across Excel, Power BI, Azure and Teams. | Product launch |
| 10 Sep 2025 | Pigment | Pigment makes the Analyst Agent available to all customers Pigment made the Analyst Agent and Financial Consolidation "now available for all Pigment customers". The Analyst Agent monitors metrics, flags anomalies and generates reports. | Product launch |
| 9 Sep 2025 | Gloat | Gloat launches its Work Orchestration Platform Gloat introduced the "Exponential Workforce" and a Work Orchestration Platform with Signal (enterprise AI visibility), Mosaic (managers break work into tasks and skills and assemble hybrid teams) and Ascend (AI-era skills programs), on a multi-ontology Workforce Graph. The release says it is available immediately. | Product launch |
| 4 Sep 2025 | Lightcast | Lightcast acquires Skill Collective Lightcast acquired Skill Collective, a UK-based consulting firm that builds skills-powered workforce models. Terms are not given on the page. | Acquisition |
| 21 Aug 2025 | Dayforce | Thoma Bravo agrees to take Dayforce private Thoma Bravo agreed to buy Dayforce in a deal valued at about US$12.3 billion. Shareholders get US$70 per share in cash. | Acquisition |
| 12 Aug 2025 | Lightcast | Lightcast launches Skills Agent Always-on Skills Agent continuously updates skill-to-job links in Talent Transform from labor market data and justifies each recommendation. Lightcast says current skills data supports redeployment, workforce planning and internal mobility. | Product launch |
| 22 Jul 2025 | Forecast | Accelo acquires Forecast Accelo, a professional services automation platform, announced its acquisition of UK-based Forecast, an AI-powered project and resource management vendor. Terms were not published. | Acquisition |
| 16 Jul 2025 | Draup | Draup launches Curie, an agentic AI for HR teams Curie lets HR leaders query labor market data in conversation to find skill shortfalls, project hiring needs, compare pay benchmarks and design reskilling paths. | Product launch |
| 15 Jul 2025 | Draup | Draup makes its data available over MCP Draup exposes its sales, talent and market intelligence datasets as MCP servers, including skills data for workforce planning and reskilling, with role-based access and PII masking. | Product launch |
| 8 Jul 2025 | Lightcast | Lightcast acquires Rhetorik Lightcast acquired Rhetorik, a UK B2B data firm with 800M+ professional profiles and 280M+ company records, to expand its people, company and labor market data. | Acquisition |
| 25 Jun 2025 | Reejig | Reejig launches Work Architecture Reejig launched Work Architecture, a living model of work built on its Work Ontology that breaks jobs into tasks, tracks emerging and obsolete skills, flags tasks AI can automate or augment, maps internal moves and links roles to pay. It integrates with Workday, SAP and Oracle. | Product launch |
| 24 Jun 2025 | Deputy | Deputy signs exclusive AI partnership with Predelo Deputy and Predelo, an AI decision-agent service, agreed an exclusive partnership. Predelo's AI labor forecasting and auto-scheduling agents run in the background and adjust schedules down to store and department level. Deputy is piloting it with customers in its home market and the US; global availability is a later rollout. | Partnership |
| 11 Jun 2025 | Abacum | Abacum raises a $60 million Series B Abacum's newsroom carries the item "Abacum raises $60M to redefine the office of the CFO" dated this day. Scale Venture Partners led the round. | Funding |
| 10 Jun 2025 | Rotageek | ELMO Group acquires Rotageek ELMO Group, parent of Breathe HR, acquired Rotageek, a London-based provider of AI-driven workforce management and rota software. Rotageek's CEO said the mission is to help businesses schedule intelligently "using data, AI and design thinking". | Acquisition |
| 5 Jun 2025 | Homebase | Homebase launches Hiring Assistant and Scheduling Assistant Homebase introduced its first AI Assistants, a Hiring Assistant and a Scheduling Assistant, 'automating tedious, manual tasks end-to-end'. The Scheduling Assistant builds schedules automatically and was free on any paid tier until 5 September 2025; owners confirm interviews the Hiring Assistant pre-schedules. | Product launch |
| 16 May 2025 | Vena | Vena Copilot for Microsoft Teams becomes generally available Vena announced general availability of Vena Copilot for Microsoft Teams at its Excelerate Summit, bringing FP&A insights into Teams. | Product launch |
| 13 May 2025 | OneStream | OneStream unveils SensibleAI Agents, Studio and Forecast At Splash 2025 OneStream unveiled SensibleAI Agents, "AI-powered chat assistants that retrieve data, do deep analysis, visualize data and execute tasks", in private preview. SensibleAI Studio (30+ routines) was expected to be generally available in June 2025, alongside an updated SensibleAI Forecast. | Product launch |
| 12 May 2025 | TalentGuard | Juvo Ventures invests in TalentGuard Juvo Ventures Fund II made a strategic investment, amount undisclosed, to expand the WorkforceGPT product family, including agents such as the Role Builder Agent. | Funding |
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Who is on the map. A company earns a row if an employer can buy its AI to plan how many people it needs, when, where and with which skills: headcount and hiring plans, labor demand forecasts, org design, skills and internal moves, shift schedules, and project staffing. Recruiting itself is on the AI hiring software map, and pay is on the AI compensation software map. Consultancies without software a customer can license are left off. A name in a roundup is not a tool: every row rests on the vendor’s own site, or on dated trade press where that site would not open for us, and the data marks those rows as reported. The map covers companies we found, not every company that exists. Corrections and additions are welcome.
One category per company, one row across maps. Each company sits in the category its own headline sells. Suites sell far more than one thing, so the five stage columns and the capability list carry the rest. A company that is already on another Newsprint map keeps that map’s row: its name, site, scale and funding come from there, and the row links to it (“Also on”). The HR suites, the HR analytics companies, and iMocha, Gloat and Fuel50 come from the hiring map. The suites and the analytics companies also keep the hiring map’s category. iMocha, Gloat and Fuel50 do not. The hiring map lists them under sourcing and talent intelligence. This map lists them under skills intelligence and internal mobility, because that is what they sell for planning. What each row says it sells, its stages, its capabilities and its events are this map’s own. This map is the home row for the business planning platforms that the compensation and supply chain planning maps also list.
What counts as an event. A product launch, a funding round, an acquisition, a partnership, a rebrand, a shutdown, or published research, dated between the window’s first and last day. Every event links to a page we opened that prints its date, preferably the vendor’s own release, blog or changelog, otherwise the trade press. No date is inferred. A date marks the first time we saw a capability launch in the window, not the first time the company ever offered it. Some launches were announced before they shipped; those carry a status (announced, preview or beta).
How autonomous a launch is. We label each AI launch from the vendor’s own description of it. Assistive AI drafts, ranks or suggests when a person asks. An agent completes multi-step work on its own once a person sets it going, such as building a planning model from a description or rebalancing project assignments. Always-on AI runs without a prompt, such as watching a plan for risks or reassigning tasks through a shift. Vendors use the word agent loosely; we used it only when the vendor names a step the software completes without a person. Where the page says a company shipped an agent or always-on AI, a launch the vendor has only announced does not count. A launch in beta or preview does.
Who it is built for. Two flags, each set only from the vendor’s own pages: hourly (built for shift-based or frontline teams) and projects (built to staff client or internal projects, such as services firms and construction).
How it was made. Research agents worked one segment each from a written spec and returned structured rows. An editor merged them. A second pass re-opened the source of every event and the headline page of every company, fixed dates and claims that did not hold up, and dropped duplicates, launches with no AI in them, and companies that have shut down or been absorbed. Funding figures come only from the company’s own release or a named report. Nothing here is a ranking: the stage cells show what a company sells, not how well it sells it, and a launch count measures how much a company announces.