{
 "updated": "2026-10-28",
 "what": "For each company, the date in our window (2025-05-01 to 2026-10-28) 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": "sourcing",
   "n": "AI sourcing",
   "d": "AI candidate search or talent discovery."
  },
  {
   "k": "outreach",
   "n": "AI outreach",
   "d": "AI-written or automated candidate outreach and nurture."
  },
  {
   "k": "job_ads",
   "n": "Job posts and ads",
   "d": "AI job descriptions, job-ad writing or programmatic ad spend."
  },
  {
   "k": "matching",
   "n": "Screening and ranking",
   "d": "AI resume screening, ranking or candidate matching."
  },
  {
   "k": "rediscovery",
   "n": "Rediscovery",
   "d": "AI that resurfaces past applicants, silver medalists or internal candidates for a new role."
  },
  {
   "k": "chat",
   "n": "Candidate chat",
   "d": "A conversational assistant for candidates: questions, apply, pre-screen."
  },
  {
   "k": "scheduling",
   "n": "Scheduling",
   "d": "Automated interview scheduling."
  },
  {
   "k": "ai_interview",
   "n": "AI interviews",
   "d": "AI conducts the interview by voice, video or chat."
  },
  {
   "k": "assessment",
   "n": "AI assessments",
   "d": "AI-built or AI-scored skills assessments."
  },
  {
   "k": "notes",
   "n": "Interview notes",
   "d": "Interview intelligence: recording, notes, summaries, scorecards."
  },
  {
   "k": "integrity",
   "n": "Fraud and identity",
   "d": "Candidate fraud, identity, deepfake or cheating detection."
  },
  {
   "k": "analytics",
   "n": "AI analytics",
   "d": "AI analytics or natural-language reporting on HR or hiring data."
  },
  {
   "k": "skills",
   "n": "Skills and planning",
   "d": "Skills ontologies, internal mobility or workforce planning."
  },
  {
   "k": "copilot",
   "n": "Assistant",
   "d": "A general AI assistant for recruiters, HR or employees."
  },
  {
   "k": "agent",
   "n": "Named agents",
   "d": "A named agent that completes multi-step work on its own."
  },
  {
   "k": "mcp",
   "n": "MCP and agent APIs",
   "d": "An MCP server, an agent API, or an app inside ChatGPT, Claude or Copilot."
  },
  {
   "k": "interop",
   "n": "Runs inside others",
   "d": "The product runs inside another platform, such as Workday, LinkedIn, Indeed or Teams."
  },
  {
   "k": "audit",
   "n": "Bias audit and governance",
   "d": "Bias audits, explainability or regulatory reporting for hiring AI."
  },
  {
   "k": "candidate_ai",
   "n": "AI for candidates",
   "d": "AI the vendor sells or gives to job seekers."
  }
 ],
 "first_seen": {
  "15Five": {
   "agent": "2026-02-11",
   "analytics": "2026-02-11",
   "copilot": "2025-05-21",
   "notes": "2025-05-21"
  },
  "ADP": {
   "agent": "2026-01-28",
   "analytics": "2025-09-03",
   "copilot": "2025-09-03"
  },
  "Access Vincere Evo": {
   "notes": "2026-04",
   "outreach": "2025-07-03"
  },
  "Accurate Background": {
   "integrity": "2026-03-18"
  },
  "Alva Labs": {
   "agent": "2026-04-24",
   "assessment": "2026-04-24",
   "notes": "2026-04-24"
  },
  "Ashby": {
   "agent": "2026-05-07",
   "copilot": "2026-05-07",
   "integrity": "2025-09-16",
   "mcp": "2026-06-29",
   "notes": "2025-09-25",
   "rediscovery": "2026-05-07",
   "scheduling": "2026-05-07"
  },
  "Aura": {
   "analytics": "2025-09-09",
   "mcp": "2025-09-09"
  },
  "Avature": {
   "agent": "2026-05-13",
   "analytics": "2026-05-13",
   "job_ads": "2026-05-13",
   "scheduling": "2026-05-13"
  },
  "BambooHR": {
   "agent": "2026-07-21",
   "analytics": "2025-05-22",
   "copilot": "2025-05-22",
   "mcp": "2026-07-21",
   "scheduling": "2025-05-22"
  },
  "Beamery": {
   "agent": "2025-07-29",
   "analytics": "2025-07-29",
   "copilot": "2025-07-29",
   "skills": "2025-07-29"
  },
  "Blucor": {
   "ai_interview": "2026-03-18",
   "assessment": "2026-05-20",
   "copilot": "2026-01-21",
   "interop": "2026-08-19",
   "matching": "2026-03-18"
  },
  "Braintrust AIR": {
   "ai_interview": "2025-06-18",
   "analytics": "2026-10-23"
  },
  "Breezy HR": {
   "matching": "2026-10-01",
   "mcp": "2026-09-03",
   "notes": "2026-09-24"
  },
  "BrightHire": {
   "ai_interview": "2025-10",
   "copilot": "2026-03-31"
  },
  "Bryq": {
   "assessment": "2026-07-10"
  },
  "Bullhorn": {
   "agent": "2025-05-28",
   "ai_interview": "2025-05-28",
   "analytics": "2025-05-28",
   "chat": "2025-05-28",
   "copilot": "2026-05-28",
   "integrity": "2026-05-28",
   "matching": "2025-05-28",
   "notes": "2026-05-28",
   "outreach": "2025-05-28",
   "scheduling": "2025-05-28",
   "sourcing": "2025-05-28"
  },
  "Carefam": {
   "analytics": "2026-03-31"
  },
  "Ceipal": {
   "agent": "2026-04-10",
   "ai_interview": "2026-04-10",
   "analytics": "2026-10-01",
   "chat": "2026-08-24",
   "copilot": "2026-10-01",
   "job_ads": "2026-04-10",
   "matching": "2026-04-10",
   "scheduling": "2026-08-24"
  },
  "Cezanne Recruitment": {
   "matching": "2026-01"
  },
  "ChartHop": {
   "agent": "2026-03-24",
   "analytics": "2025-11-06",
   "copilot": "2025-11-06",
   "mcp": "2026-03-24"
  },
  "Checkr": {
   "integrity": "2026-03-04"
  },
  "Classet": {
   "ai_interview": "2026-01-26",
   "matching": "2026-06-16",
   "outreach": "2026-01-26"
  },
  "ClearCo (formerly ClearCompany)": {
   "agent": "2026-06-16",
   "ai_interview": "2026-06-16",
   "matching": "2025-08-14",
   "mcp": "2026-06-16",
   "notes": "2025-08-14",
   "sourcing": "2025-08-14"
  },
  "CodeSignal": {
   "agent": "2025-08-12",
   "ai_interview": "2025-08-12",
   "assessment": "2025-05-28"
  },
  "CoderPad": {
   "assessment": "2026-05-27",
   "candidate_ai": "2026-05-27",
   "integrity": "2026-05-27"
  },
  "Codility": {
   "assessment": "2026-10-02",
   "integrity": "2026-10-02"
  },
  "Contrario": {
   "agent": "2026-05-20",
   "outreach": "2026-05-20",
   "scheduling": "2026-05-20"
  },
  "Cornerstone": {
   "agent": "2026-05-20",
   "analytics": "2026-05-20",
   "skills": "2026-05-20"
  },
  "Credo AI": {
   "agent": "2026-05-13"
  },
  "Crelate": {
   "agent": "2025-07-31",
   "analytics": "2025-11-18",
   "audit": "2026-10-23",
   "copilot": "2026-10-23",
   "matching": "2025-11-18",
   "mcp": "2026-10-23",
   "sourcing": "2025-07-31"
  },
  "Criteria": {
   "agent": "2026-06-16",
   "ai_interview": "2026-06-16",
   "assessment": "2025-05-19",
   "notes": "2025-05-19"
  },
  "Culture Amp": {
   "analytics": "2025-10-27",
   "copilot": "2025-05-20",
   "mcp": "2026-08-24"
  },
  "Darwinbox": {
   "agent": "2025-09-15",
   "analytics": "2026-08-04",
   "copilot": "2025-09-15",
   "mcp": "2025-09-15"
  },
  "Dayforce": {
   "agent": "2025-10-07",
   "analytics": "2025-10-07",
   "job_ads": "2025-10-07",
   "matching": "2026-10-27",
   "outreach": "2026-10-27",
   "scheduling": "2026-10-27",
   "sourcing": "2026-10-27"
  },
  "Deel": {
   "agent": "2025-08",
   "job_ads": "2026-03",
   "matching": "2026-03",
   "mcp": "2026-03",
   "sourcing": "2025-08"
  },
  "Dice": {
   "candidate_ai": "2026-06-16",
   "job_ads": "2025-09-23",
   "matching": "2025-09-23",
   "mcp": "2026-06-16",
   "sourcing": "2025-09-23"
  },
  "Dover": {
   "matching": "2025-11-04",
   "mcp": "2026-08-05"
  },
  "Draup": {
   "agent": "2025-06-04",
   "analytics": "2025-06-04",
   "copilot": "2025-07-16",
   "mcp": "2025-07-15",
   "skills": "2025-06-04"
  },
  "Eightfold AI": {
   "agent": "2025-05-08",
   "ai_interview": "2025-05-08",
   "assessment": "2026-05-12",
   "chat": "2025-08-19",
   "notes": "2026-04-08",
   "scheduling": "2026-07-15",
   "skills": "2025-05-08"
  },
  "Employment Hero": {
   "agent": "2025-11-04",
   "ai_interview": "2025-11-04",
   "analytics": "2026-09",
   "copilot": "2026-09",
   "job_ads": "2026-09",
   "matching": "2025-05-07",
   "notes": "2026-06",
   "sourcing": "2025-05-07"
  },
  "Findem": {
   "agent": "2026-09-22",
   "ai_interview": "2026-10-21",
   "analytics": "2026-09-22",
   "assessment": "2026-10-21",
   "integrity": "2026-10-20",
   "mcp": "2026-09-22",
   "outreach": "2026-10-21",
   "rediscovery": "2025-05-21",
   "skills": "2026-09-22",
   "sourcing": "2025-05-21"
  },
  "First Advantage": {
   "integrity": "2026-10-20"
  },
  "Fonzi": {
   "ai_interview": "2025-08-24",
   "matching": "2025-08-24"
  },
  "Fountain": {
   "agent": "2025-08-26",
   "analytics": "2025-10-13",
   "chat": "2026-10-22",
   "copilot": "2025-08-26",
   "job_ads": "2025-08-26",
   "matching": "2025-08-26",
   "sourcing": "2026-04-14"
  },
  "Fuel50": {
   "agent": "2026-05-13",
   "analytics": "2026-09-24",
   "copilot": "2026-05-13",
   "skills": "2026-05-13"
  },
  "GCheck": {
   "integrity": "2026-10-20"
  },
  "Gem": {
   "agent": "2025-12-09",
   "analytics": "2025-12-09",
   "integrity": "2026-04-21",
   "matching": "2025-12-09",
   "mcp": "2026-08-04",
   "rediscovery": "2025-12-09",
   "sourcing": "2025-12-09"
  },
  "GetReal Security": {
   "integrity": "2026-05-18"
  },
  "Glider AI": {
   "integrity": "2025-06-11"
  },
  "Gloat": {
   "agent": "2026-03-31",
   "copilot": "2026-03-31",
   "skills": "2026-03-31"
  },
  "GoodTime": {
   "agent": "2025-05-21",
   "chat": "2025-05-21",
   "matching": "2025-05-21",
   "scheduling": "2025-05-21"
  },
  "Greenhouse": {
   "agent": "2026-06-10",
   "ai_interview": "2026-10-15",
   "analytics": "2026-06-10",
   "copilot": "2026-10-22",
   "integrity": "2025-06-03",
   "matching": "2025-05-07",
   "mcp": "2026-05-07",
   "notes": "2025-05-07",
   "outreach": "2025-05-07",
   "sourcing": "2026-10-15"
  },
  "Gusto": {
   "agent": "2026-06-02",
   "analytics": "2026-01",
   "copilot": "2026-01",
   "mcp": "2026-01"
  },
  "HackerEarth": {
   "ai_interview": "2026-04-15",
   "integrity": "2026-04-15"
  },
  "HackerRank": {
   "agent": "2026-10-05",
   "ai_interview": "2025-07-09",
   "assessment": "2025-10",
   "integrity": "2025-07-09",
   "mcp": "2026-07",
   "notes": "2025-10"
  },
  "Handshake": {
   "matching": "2026-07-14",
   "outreach": "2026-07-09",
   "sourcing": "2026-07-09"
  },
  "Harri": {
   "agent": "2025-09-15",
   "copilot": "2025-09-15"
  },
  "Harver": {
   "assessment": "2026-04-22"
  },
  "HeyMilo": {
   "assessment": "2026-06-17",
   "matching": "2026-06-17",
   "notes": "2026-06-17",
   "rediscovery": "2026-06-17"
  },
  "HiBob": {
   "copilot": "2026-06-18",
   "mcp": "2026-06-18"
  },
  "Hire ID": {
   "integrity": "2026-05-20"
  },
  "HireVue": {
   "agent": "2025-08-12",
   "ai_interview": "2026-06-18",
   "assessment": "2026-02-19",
   "chat": "2025-08-12",
   "matching": "2025-08-12",
   "notes": "2025-10-08"
  },
  "Hireology": {
   "ai_interview": "2026-07-21",
   "matching": "2026-10-22"
  },
  "Holistic AI": {
   "agent": "2026-04-16",
   "copilot": "2026-10-02"
  },
  "Humanly": {
   "ai_interview": "2025-07-23",
   "chat": "2025-11-20"
  },
  "Hyring": {
   "ai_interview": "2025-07-27"
  },
  "InCruiter": {
   "agent": "2026-06-25",
   "ai_interview": "2026-06-25",
   "integrity": "2026-03-24",
   "matching": "2026-06-25"
  },
  "Indeed": {
   "agent": "2025-09-10",
   "candidate_ai": "2026-02-10",
   "matching": "2025-12-09",
   "mcp": "2026-02-10",
   "outreach": "2025-09-10",
   "scheduling": "2025-12-09",
   "sourcing": "2025-09-10"
  },
  "JazzHR": {
   "matching": "2025-06-03"
  },
  "JobAdder": {
   "matching": "2025-11-13",
   "notes": "2026-03-12",
   "rediscovery": "2025-11-13",
   "skills": "2026-03-12"
  },
  "JobScore": {
   "audit": "2026-07-07",
   "copilot": "2026-07-07",
   "job_ads": "2026-07-07",
   "matching": "2026-02-27"
  },
  "Jobma": {
   "ai_interview": "2026-03-16",
   "integrity": "2026-03-16",
   "matching": "2026-03-16",
   "scheduling": "2026-03-16"
  },
  "Jobvite": {
   "analytics": "2025-10-21",
   "notes": "2025-06-03"
  },
  "Joveo": {
   "agent": "2025-05-06",
   "ai_interview": "2026-03-17",
   "analytics": "2025-05-06",
   "assessment": "2026-03-17",
   "candidate_ai": "2026-08-19",
   "chat": "2025-05-06",
   "copilot": "2026-02-03",
   "job_ads": "2025-05-06",
   "mcp": "2026-08-19",
   "outreach": "2025-05-06",
   "scheduling": "2026-05-05",
   "sourcing": "2026-06-03"
  },
  "Juicebox": {
   "agent": "2026-05-21",
   "outreach": "2026-05-21",
   "sourcing": "2026-05-21"
  },
  "Karat": {
   "assessment": "2025-12-10"
  },
  "Lantern AI": {
   "agent": "2026-10-15",
   "mcp": "2026-10-15",
   "outreach": "2026-10-15",
   "sourcing": "2026-10-15"
  },
  "Lattice": {
   "agent": "2025-05-07",
   "analytics": "2025-05-07",
   "copilot": "2025-05-07",
   "mcp": "2026-06-10"
  },
  "Leapsome": {
   "agent": "2026-07-15",
   "analytics": "2026-07-15",
   "copilot": "2026-07-15",
   "mcp": "2026-07-15"
  },
  "Lever": {
   "analytics": "2025-07-29",
   "candidate_ai": "2025-11-13",
   "matching": "2025-06-26",
   "notes": "2025-06-26",
   "rediscovery": "2025-11-13"
  },
  "Lightcast": {
   "agent": "2025-08-12",
   "analytics": "2026-10-20",
   "mcp": "2026-10-20",
   "skills": "2025-08-12"
  },
  "LinkedIn Talent Solutions": {
   "agent": "2025-09-03",
   "assessment": "2026-09-29",
   "chat": "2025-10",
   "job_ads": "2026-01-08",
   "matching": "2025-10",
   "outreach": "2025-09-03",
   "sourcing": "2025-09-03"
  },
  "Loxo": {
   "agent": "2026-08-12",
   "job_ads": "2026-08-12",
   "matching": "2026-08-12",
   "sourcing": "2025-09-02"
  },
  "Maki": {
   "notes": "2026-07-02"
  },
  "Manatal": {
   "agent": "2026-01",
   "ai_interview": "2026-01",
   "assessment": "2026-01",
   "mcp": "2026-01"
  },
  "Metaview": {
   "agent": "2026-09-30",
   "outreach": "2026-09-30",
   "scheduling": "2026-09-30",
   "sourcing": "2026-09-30"
  },
  "Nakisa": {
   "agent": "2025-10-08",
   "analytics": "2025-10-08",
   "mcp": "2026-06-21"
  },
  "Noon": {
   "agent": "2026-10",
   "analytics": "2026-09",
   "outreach": "2026-10",
   "sourcing": "2026-10"
  },
  "One Model": {
   "agent": "2026-02-25",
   "analytics": "2026-10-06",
   "copilot": "2026-02-25",
   "mcp": "2026-02-25"
  },
  "Oorwin": {
   "matching": "2026-09-04",
   "mcp": "2026-09-04"
  },
  "Oracle Fusion Cloud HCM": {
   "agent": "2025-10-15",
   "chat": "2025-10-15",
   "job_ads": "2026-08-11",
   "matching": "2025-10-15",
   "scheduling": "2025-10-15",
   "skills": "2026-08-11"
  },
  "Orgvue": {
   "analytics": "2025-12-03",
   "copilot": "2025-12-03",
   "mcp": "2026-10-06",
   "skills": "2025-12-03"
  },
  "Paradox": {
   "chat": "2025-08-11",
   "scheduling": "2026-01-08"
  },
  "Paraform": {
   "agent": "2026-08-05",
   "matching": "2026-07-30"
  },
  "Pave": {
   "agent": "2026-05-04",
   "analytics": "2026-05-04",
   "mcp": "2026-09-01"
  },
  "Paychex": {
   "agent": "2025-12-08",
   "analytics": "2026-05-19",
   "copilot": "2025-12-08",
   "matching": "2026-09-23",
   "scheduling": "2026-09-23",
   "sourcing": "2026-09-23"
  },
  "Paycom": {
   "analytics": "2025-07-30",
   "copilot": "2025-07-30"
  },
  "Paylocity": {
   "agent": "2026-07-21",
   "analytics": "2026-07-21",
   "chat": "2026-10-22",
   "copilot": "2026-07-21",
   "matching": "2026-07-21",
   "rediscovery": "2026-10-22",
   "scheduling": "2026-10-22"
  },
  "Payscale": {
   "analytics": "2025-11-13",
   "copilot": "2026-05-07",
   "job_ads": "2026-07-28"
  },
  "Peoplebox.ai": {
   "agent": "2025-12-01",
   "ai_interview": "2025-12-01",
   "assessment": "2025-12-01",
   "matching": "2025-12-01",
   "outreach": "2025-12-01"
  },
  "Perceptyx": {
   "agent": "2025-09-16",
   "analytics": "2025-09-16",
   "copilot": "2025-09-16",
   "mcp": "2026-09-29"
  },
  "Perfectly": {
   "agent": "2026-01-21",
   "candidate_ai": "2026-03-12",
   "matching": "2026-01-21",
   "outreach": "2026-01-21",
   "sourcing": "2026-01-21"
  },
  "Persona": {
   "integrity": "2025-06-24"
  },
  "Personio": {
   "copilot": "2025-10-16"
  },
  "Pete & Gabi": {
   "ai_interview": "2026-07-08",
   "assessment": "2026-07-08"
  },
  "Phenom": {
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}