{
 "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": "pay_data",
   "n": "Market pay data",
   "d": "Benchmarks from surveys, payroll or job-post data, matched to roles with AI."
  },
  {
   "k": "leveling",
   "n": "Job leveling",
   "d": "AI-built job architecture, levels and job matching."
  },
  {
   "k": "ranges",
   "n": "Pay ranges and offers",
   "d": "AI-recommended pay ranges or offer amounts."
  },
  {
   "k": "cycles",
   "n": "Comp cycles",
   "d": "Merit cycle, bonus and equity planning with AI recommendations or guidance for managers."
  },
  {
   "k": "pay_equity",
   "n": "Pay equity analysis",
   "d": "Statistical pay gap analysis and remediation."
  },
  {
   "k": "transparency",
   "n": "Pay transparency",
   "d": "Pay transparency reporting and compliance, such as the EU directive."
  },
  {
   "k": "rewards",
   "n": "Total rewards",
   "d": "Total rewards statements or communication of pay, equity and benefits."
  },
  {
   "k": "quota",
   "n": "Quota setting",
   "d": "AI-assisted quota setting and capacity planning."
  },
  {
   "k": "territory",
   "n": "Territory planning",
   "d": "AI-assisted territory design and account assignment."
  },
  {
   "k": "plan_design",
   "n": "Plan design",
   "d": "Build and model incentive plans, or read plan documents with AI."
  },
  {
   "k": "commissions",
   "n": "Commission calculation",
   "d": "Calculate commissions and incentives from CRM and billing data."
  },
  {
   "k": "rep_view",
   "n": "Rep earnings view",
   "d": "Show sellers their earnings, forecasts and what-ifs, or answer their questions."
  },
  {
   "k": "equity_admin",
   "n": "Equity administration",
   "d": "Cap tables, grants, vesting and equity reporting."
  },
  {
   "k": "analytics",
   "n": "Pay analytics",
   "d": "AI analytics or natural-language questions on pay and incentive 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": {
  "Anaplan": {
   "agent": "2025-12-09"
  },
  "Aon Radford McLagan Compensation Database": {
   "copilot": "2026-03-31",
   "leveling": "2026-03-31",
   "pay_data": "2026-03-31"
  },
  "Cake Equity": {
   "mcp": "2026-09-17"
  },
  "CaptivateIQ": {
   "agent": "2026-05-15",
   "analytics": "2025-08-13",
   "commissions": "2026-05-15",
   "mcp": "2026-05-15",
   "plan_design": "2025-08-13",
   "quota": "2025-08-13",
   "rep_view": "2025-12-09",
   "territory": "2026-05-15"
  },
  "Carta": {
   "analytics": "2026-07-30",
   "copilot": "2026-04",
   "equity_admin": "2026-04",
   "mcp": "2026-04"
  },
  "Decusoft Compose": {
   "analytics": "2026-03-26",
   "copilot": "2026-03-26",
   "cycles": "2025-07-22"
  },
  "EquityList": {
   "copilot": "2026-11-02",
   "equity_admin": "2026-11-02"
  },
  "Everstage": {
   "agent": "2025-08-07",
   "commissions": "2025-08-07",
   "copilot": "2025-08-07",
   "plan_design": "2025-08-07",
   "rep_view": "2025-10-09"
  },
  "Fullcast": {
   "commissions": "2025-08-26",
   "mcp": "2025-08-26",
   "quota": "2025-08-26",
   "territory": "2025-08-26"
  },
  "Gradient Works": {
   "agent": "2026-09-16",
   "mcp": "2026-09-16",
   "territory": "2026-09-16"
  },
  "Ledgy": {
   "mcp": "2026-10-05"
  },
  "Mantle Equity": {
   "copilot": "2026-05-01",
   "equity_admin": "2026-02-01",
   "mcp": "2026-10-19"
  },
  "Mercer Talent All Access Portal (TAAP)": {
   "analytics": "2025-10-01",
   "copilot": "2025-10-01",
   "pay_data": "2025-10-01"
  },
  "Oracle Fusion Cloud HCM": {
   "agent": "2025-09-17",
   "copilot": "2025-09-17"
  },
  "Pave": {
   "agent": "2026-05-04",
   "analytics": "2026-05-04",
   "mcp": "2026-09-01"
  },
  "Payscale": {
   "analytics": "2025-11-13",
   "copilot": "2026-05-07",
   "pay_data": "2025-11-13"
  },
  "Performio": {
   "agent": "2026-06-18",
   "commissions": "2025-10-23",
   "copilot": "2025-10-23",
   "mcp": "2025-10-23",
   "plan_design": "2025-10-23"
  },
  "QuotaPath": {
   "analytics": "2026-06-01",
   "copilot": "2026-06-01",
   "plan_design": "2026-06-01"
  },
  "SAP SuccessFactors": {
   "analytics": "2026-02-04",
   "pay_equity": "2026-02-04",
   "transparency": "2026-02-04"
  },
  "Salary.com": {
   "agent": "2026-03-31",
   "analytics": "2025-09-09",
   "cycles": "2026-03-31",
   "pay_data": "2025-09-09",
   "ranges": "2025-09-09"
  },
  "Shareworks": {
   "mcp": "2026-06-03"
  },
  "Syndio": {
   "copilot": "2025-10-27",
   "ranges": "2025-10-27"
  },
  "Varicent": {
   "analytics": "2025-12-04",
   "plan_design": "2025-12-04",
   "quota": "2025-12-04",
   "rep_view": "2025-12-04",
   "territory": "2025-12-04"
  },
  "Vestd": {
   "equity_admin": "2026-08-19",
   "mcp": "2026-08-19"
  },
  "Visdum": {
   "analytics": "2026-07-31",
   "copilot": "2025-10-23",
   "mcp": "2026-07-29",
   "rep_view": "2025-10-23"
  },
  "WTW Rewards AI": {
   "analytics": "2026-02-02",
   "copilot": "2026-02-02",
   "pay_data": "2026-02-02"
  },
  "Workday": {
   "analytics": "2025-10-02",
   "pay_equity": "2025-10-02",
   "transparency": "2025-10-02"
  },
  "Xactly": {
   "agent": "2025-12-09",
   "copilot": "2025-12-09",
   "mcp": "2026-04-21",
   "plan_design": "2025-12-09",
   "rep_view": "2025-12-09"
  },
  "beqom PaySuite": {
   "analytics": "2026-10-20",
   "cycles": "2026-10-20",
   "pay_equity": "2026-10-20",
   "transparency": "2026-10-20"
  }
 },
 "sold_by_category": {
  "pay_data": {
   "comp": 10,
   "hcm": 3
  },
  "leveling": {
   "comp": 4,
   "hcm": 1
  },
  "ranges": {
   "comp": 8,
   "hcm": 1
  },
  "cycles": {
   "comp": 8,
   "hcm": 3
  },
  "pay_equity": {
   "comp": 7,
   "hcm": 5
  },
  "transparency": {
   "comp": 7,
   "hcm": 2
  },
  "rewards": {
   "comp": 3,
   "hcm": 1
  },
  "quota": {
   "bizplan": 2,
   "icm": 4,
   "spm": 1
  },
  "territory": {
   "bizplan": 2,
   "icm": 4,
   "spm": 3
  },
  "plan_design": {
   "icm": 14
  },
  "commissions": {
   "icm": 14,
   "spm": 1
  },
  "rep_view": {
   "icm": 12
  },
  "equity_admin": {
   "equity": 7
  },
  "analytics": {
   "comp": 14,
   "equity": 1,
   "hcm": 4,
   "icm": 13
  },
  "copilot": {
   "comp": 13,
   "equity": 4,
   "hcm": 4,
   "icm": 13,
   "spm": 1
  },
  "agent": {
   "bizplan": 2,
   "comp": 5,
   "equity": 2,
   "hcm": 2,
   "icm": 7,
   "spm": 2
  },
  "mcp": {
   "bizplan": 1,
   "comp": 2,
   "equity": 6,
   "icm": 7,
   "spm": 3
  }
 },
 "monthly_launches": {
  "2025-05": {},
  "2025-06": {},
  "2025-07": {
   "assist": 1
  },
  "2025-08": {
   "agent": 1,
   "assist": 2
  },
  "2025-09": {
   "assist": 2
  },
  "2025-10": {
   "assist": 6
  },
  "2025-11": {
   "assist": 1
  },
  "2025-12": {
   "assist": 4
  },
  "2026-01": {},
  "2026-02": {
   "assist": 3
  },
  "2026-03": {
   "agent": 1,
   "assist": 3
  },
  "2026-04": {
   "agent": 1,
   "assist": 2
  },
  "2026-05": {
   "agent": 3,
   "assist": 2
  },
  "2026-06": {
   "agent": 1,
   "assist": 3
  },
  "2026-07": {
   "agent": 1,
   "assist": 5
  },
  "2026-08": {
   "assist": 2
  },
  "2026-09": {
   "agent": 2,
   "assist": 4
  },
  "2026-10": {
   "assist": 4
  },
  "2026-11": {
   "assist": 1
  }
 }
}