{
 "updated": "2026-11-07",
 "what": "For each company, the date in our window (2025-05-01 to 2026-11-07) when we first saw it launch each AI capability, and for each capability, how many companies in each category sell it today. A date is the first launch we found in the window, not the first time the company ever offered it.",
 "caps": [
  {
   "k": "demand_forecast",
   "n": "Labor demand forecasting",
   "d": "AI forecasts of the work or labor needed: volume, hours, roles."
  },
  {
   "k": "headcount",
   "n": "Headcount and hiring plans",
   "d": "Plans for positions and hires, tied to approvals or requisitions."
  },
  {
   "k": "scenario",
   "n": "Scenario modeling",
   "d": "AI-built or AI-explained what-if scenarios for headcount, cost or structure."
  },
  {
   "k": "org_design",
   "n": "Org design",
   "d": "Model reporting lines, spans and layers, and redesign the org."
  },
  {
   "k": "workforce_cost",
   "n": "Workforce cost",
   "d": "Tie headcount to salary cost and the budget."
  },
  {
   "k": "skills",
   "n": "Skills inventory",
   "d": "Infer and track the skills people have and the skills roles need."
  },
  {
   "k": "mobility",
   "n": "Internal mobility",
   "d": "Match employees to internal roles, gigs, projects or mentors."
  },
  {
   "k": "scheduling",
   "n": "Shift scheduling",
   "d": "AI-built or auto-filled shift schedules."
  },
  {
   "k": "staffing",
   "n": "Project staffing",
   "d": "AI that matches people to projects and assignments."
  },
  {
   "k": "capacity",
   "n": "Capacity and utilization",
   "d": "Forecast capacity and utilization, and flag over- or under-allocation."
  },
  {
   "k": "labor_data",
   "n": "Labor market data",
   "d": "External data on the labor market: supply, pay, skills, competitors' hiring."
  },
  {
   "k": "analytics",
   "n": "Workforce analytics",
   "d": "AI analytics or natural-language questions on workforce data."
  },
  {
   "k": "copilot",
   "n": "Assistant",
   "d": "A general AI assistant or chat over the product's data."
  },
  {
   "k": "agent",
   "n": "Named agent",
   "d": "A named agent that completes multi-step work on its own."
  },
  {
   "k": "mcp",
   "n": "MCP or agent API",
   "d": "An MCP server, agent API, or apps inside ChatGPT, Claude or Copilot."
  }
 ],
 "first_seen": {
  "365Talents": {
   "copilot": "2026-04-17",
   "mobility": "2026-04-17",
   "skills": "2026-04-17"
  },
  "ADP": {
   "analytics": "2025-11-20",
   "demand_forecast": "2025-11-20",
   "scheduling": "2025-11-20"
  },
  "Abacum": {
   "agent": "2026-10-13",
   "analytics": "2026-04-09",
   "copilot": "2026-04-09",
   "headcount": "2026-10-13",
   "scenario": "2026-04-09"
  },
  "Anaplan": {
   "agent": "2025-12-09",
   "analytics": "2025-12-09",
   "copilot": "2026-03-27",
   "headcount": "2025-12-09",
   "scenario": "2025-12-09"
  },
  "Board": {
   "agent": "2026-01-21"
  },
  "Bridgit": {
   "agent": "2026-07-29",
   "analytics": "2025-10-15",
   "copilot": "2025-10-15",
   "mcp": "2026-07-29",
   "staffing": "2025-10-15"
  },
  "Certinia": {
   "agent": "2026-04-15",
   "mcp": "2026-09-09",
   "skills": "2026-09-09",
   "staffing": "2026-04-15"
  },
  "ChartHop": {
   "agent": "2026-03-24",
   "copilot": "2025-11-06",
   "headcount": "2025-11-06",
   "mcp": "2026-03-24",
   "scenario": "2025-11-06",
   "workforce_cost": "2026-06-25"
  },
  "Cube": {
   "mcp": "2026-10-22"
  },
  "Datarails": {
   "agent": "2026-01-21",
   "analytics": "2026-01-21"
  },
  "Dayforce": {
   "agent": "2026-10-27",
   "capacity": "2026-10-27",
   "copilot": "2025-10-07",
   "org_design": "2025-10-07",
   "scenario": "2025-10-07",
   "scheduling": "2026-10-27",
   "workforce_cost": "2025-10-07"
  },
  "Deputy": {
   "agent": "2025-11-05",
   "copilot": "2025-11-05",
   "demand_forecast": "2025-11-05",
   "scheduling": "2025-11-05"
  },
  "Draup": {
   "analytics": "2025-07-16",
   "copilot": "2025-07-16",
   "labor_data": "2025-07-15",
   "mcp": "2025-07-15",
   "skills": "2025-07-15"
  },
  "Float": {
   "mcp": "2025-11",
   "staffing": "2026-03"
  },
  "Fuel50": {
   "analytics": "2026-09-24",
   "copilot": "2026-10-08",
   "mcp": "2026-08-07",
   "mobility": "2026-10-08",
   "skills": "2026-09-24"
  },
  "Gloat": {
   "agent": "2026-03-31",
   "copilot": "2026-03-31",
   "mobility": "2026-03-31",
   "skills": "2025-09-09",
   "staffing": "2025-09-09"
  },
  "Homebase": {
   "agent": "2026-10-20",
   "copilot": "2025-06-05",
   "scheduling": "2025-06-05"
  },
  "Humanforce": {
   "analytics": "2026-07-08",
   "copilot": "2026-07-08",
   "demand_forecast": "2026-05-21",
   "scheduling": "2026-05-21"
  },
  "Kantata": {
   "agent": "2025-09-24",
   "capacity": "2025-09-24",
   "staffing": "2025-09-24"
  },
  "Legion": {
   "analytics": "2026-01-12",
   "copilot": "2026-01-12",
   "scenario": "2026-01-12"
  },
  "Lightcast": {
   "agent": "2025-08-12",
   "analytics": "2026-10-20",
   "labor_data": "2026-10-20",
   "mcp": "2026-10-20",
   "skills": "2025-08-12"
  },
  "Nakisa": {
   "agent": "2025-10-08",
   "mcp": "2026-06-21",
   "scenario": "2025-10-08"
  },
  "One Model": {
   "analytics": "2026-02-25",
   "copilot": "2026-02-25",
   "mcp": "2026-02-25"
  },
  "OneStream": {
   "agent": "2025-05-13",
   "analytics": "2025-05-13",
   "copilot": "2025-05-13",
   "mcp": "2026-05-19"
  },
  "Oracle Fusion Cloud HCM": {
   "agent": "2025-09-16",
   "scheduling": "2026-04-09",
   "skills": "2026-08-19"
  },
  "Orgvue": {
   "analytics": "2025-12-03",
   "copilot": "2025-12-03",
   "mcp": "2026-10-06",
   "org_design": "2026-10-06",
   "skills": "2025-12-03"
  },
  "Pigment": {
   "agent": "2025-09-10",
   "analytics": "2025-09-10"
  },
  "Planday": {
   "copilot": "2026-11-03",
   "mcp": "2026-11-03",
   "scheduling": "2026-04-17"
  },
  "Planful": {
   "analytics": "2025-10-08",
   "copilot": "2025-10-08",
   "mcp": "2026-07-20",
   "scenario": "2026-04-29"
  },
  "Planview": {
   "agent": "2025-10-15",
   "capacity": "2026-05-04",
   "copilot": "2025-10-15",
   "mcp": "2026-06-16",
   "scenario": "2026-05-04"
  },
  "Productive": {
   "agent": "2026-05-11",
   "copilot": "2026-05-11",
   "mcp": "2026-05-11",
   "staffing": "2026-05-11"
  },
  "Prophix": {
   "agent": "2026-04-22",
   "copilot": "2026-04-22"
  },
  "Reejig": {
   "analytics": "2025-06-25",
   "mobility": "2025-06-25",
   "org_design": "2025-06-25",
   "skills": "2025-06-25",
   "workforce_cost": "2025-06-25"
  },
  "Resource Guru": {
   "analytics": "2026-07-30",
   "mcp": "2026-07-30"
  },
  "Revelio Labs": {
   "analytics": "2026-07-28",
   "labor_data": "2026-07-28",
   "mcp": "2026-07-28"
  },
  "SAP SuccessFactors": {
   "analytics": "2025-10-13",
   "copilot": "2025-10-13",
   "org_design": "2026-05-14",
   "scheduling": "2025-10-13",
   "skills": "2025-10-13",
   "workforce_cost": "2026-05-14"
  },
  "Scoro": {
   "mcp": "2025-10-08"
  },
  "Shiftbase": {
   "demand_forecast": "2026-04-22",
   "scheduling": "2026-04-22"
  },
  "TalentGuard": {
   "mcp": "2026-09-23",
   "skills": "2026-01"
  },
  "TalentNeuron": {
   "analytics": "2026-03-18",
   "copilot": "2026-03-18",
   "headcount": "2026-04-08",
   "labor_data": "2026-03-18",
   "org_design": "2026-04-08",
   "scenario": "2026-04-08"
  },
  "TechWolf": {
   "agent": "2026-07",
   "skills": "2026-07"
  },
  "UKG": {
   "agent": "2026-06-08",
   "scheduling": "2025-11-04"
  },
  "Vena": {
   "agent": "2025-09-15",
   "analytics": "2025-05-16",
   "copilot": "2025-05-16",
   "mcp": "2026-05-13",
   "scenario": "2025-09-15"
  },
  "Visier": {
   "agent": "2026-10-20",
   "analytics": "2026-10-20",
   "mcp": "2025-11-13",
   "org_design": "2025-09-18",
   "scenario": "2025-09-18",
   "skills": "2026-04-24",
   "workforce_cost": "2025-09-18"
  },
  "WorkJam": {
   "agent": "2026-01-07",
   "copilot": "2026-01-07"
  },
  "Workday": {
   "agent": "2025-09-16",
   "analytics": "2026-05-27",
   "copilot": "2026-05-27",
   "headcount": "2026-10-13",
   "scenario": "2026-05-27",
   "skills": "2026-10-13"
  },
  "cfo.ai": {
   "agent": "2026-09-10",
   "headcount": "2026-09-10",
   "scenario": "2026-09-10"
  }
 },
 "sold_by_category": {
  "demand_forecast": {
   "analytics": 2,
   "hcm": 5,
   "resource": 4,
   "wfm": 8
  },
  "headcount": {
   "analytics": 5,
   "bizplan": 9,
   "hcm": 2,
   "skills": 1
  },
  "scenario": {
   "analytics": 7,
   "bizplan": 7,
   "hcm": 3,
   "resource": 5,
   "wfm": 1
  },
  "org_design": {
   "analytics": 5,
   "hcm": 3,
   "skills": 1
  },
  "workforce_cost": {
   "analytics": 7,
   "bizplan": 3,
   "hcm": 4
  },
  "skills": {
   "analytics": 8,
   "hcm": 3,
   "resource": 2,
   "skills": 8
  },
  "mobility": {
   "hcm": 1,
   "skills": 6
  },
  "scheduling": {
   "hcm": 7,
   "wfm": 11
  },
  "staffing": {
   "resource": 10
  },
  "capacity": {
   "resource": 7
  },
  "labor_data": {
   "analytics": 5
  },
  "analytics": {
   "analytics": 11,
   "bizplan": 10,
   "hcm": 4,
   "resource": 3,
   "skills": 5,
   "wfm": 4
  },
  "copilot": {
   "analytics": 7,
   "bizplan": 8,
   "hcm": 5,
   "resource": 9,
   "skills": 4,
   "wfm": 8
  },
  "agent": {
   "analytics": 8,
   "bizplan": 12,
   "hcm": 5,
   "resource": 7,
   "skills": 1,
   "wfm": 5
  },
  "mcp": {
   "analytics": 8,
   "bizplan": 8,
   "resource": 10,
   "skills": 2,
   "wfm": 1
  }
 },
 "monthly_launches": {
  "2025-05": {
   "assist": 2
  },
  "2025-06": {
   "assist": 2
  },
  "2025-07": {
   "assist": 2
  },
  "2025-08": {
   "always_on": 1
  },
  "2025-09": {
   "agent": 1,
   "assist": 6
  },
  "2025-10": {
   "assist": 8
  },
  "2025-11": {
   "assist": 6
  },
  "2025-12": {
   "assist": 2
  },
  "2026-01": {
   "always_on": 1,
   "assist": 4
  },
  "2026-02": {
   "assist": 1
  },
  "2026-03": {
   "agent": 2,
   "always_on": 1,
   "assist": 4
  },
  "2026-04": {
   "agent": 3,
   "assist": 8
  },
  "2026-05": {
   "agent": 2,
   "assist": 6
  },
  "2026-06": {
   "agent": 3,
   "always_on": 1,
   "assist": 1
  },
  "2026-07": {
   "agent": 1,
   "always_on": 1,
   "assist": 6
  },
  "2026-08": {
   "assist": 2
  },
  "2026-09": {
   "agent": 3,
   "always_on": 1,
   "assist": 4
  },
  "2026-10": {
   "agent": 3,
   "assist": 8
  },
  "2026-11": {
   "agent": 1,
   "assist": 1
  }
 }
}