{
 "updated": "2026-11-11",
 "what": "For each company, the date in our window (2025-05-01 to 2026-11-11) 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": "scheduling",
   "n": "AI scheduling",
   "d": "AI that builds, sequences or repairs production schedules and capacity plans."
  },
  {
   "k": "execution",
   "n": "Production execution",
   "d": "AI that dispatches work orders, tracks work in progress or flags production losses as they happen."
  },
  {
   "k": "instructions",
   "n": "Work instructions",
   "d": "AI that writes work instructions or procedures, or guides operators step by step."
  },
  {
   "k": "vision",
   "n": "Visual inspection",
   "d": "AI that inspects parts or products from cameras or images and flags defects."
  },
  {
   "k": "quality_events",
   "n": "Quality event analysis",
   "d": "AI that drafts or triages nonconformances, deviations, CAPAs, complaints or audits, or finds their root cause."
  },
  {
   "k": "predictive",
   "n": "Predictive maintenance",
   "d": "AI that detects anomalies or predicts failures from machine and sensor data."
  },
  {
   "k": "maint_work",
   "n": "Maintenance work and troubleshooting",
   "d": "AI that writes work orders, plans preventive maintenance or guides a technician through a repair."
  },
  {
   "k": "process_opt",
   "n": "Process optimization",
   "d": "AI that recommends or sets process parameters for yield, throughput, quality or energy."
  },
  {
   "k": "data_context",
   "n": "Data contextualization",
   "d": "AI that connects, maps or models plant data, such as tags, assets and events."
  },
  {
   "k": "twin",
   "n": "Digital twin and simulation",
   "d": "AI that models a line, plant or process to test changes before making them."
  },
  {
   "k": "insights",
   "n": "Production analytics",
   "d": "AI that answers questions about plant data or writes the shift, downtime or OEE report."
  },
  {
   "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": {
  "ABB Genix Industrial IoT and AI Suite": {
   "copilot": "2025-05-04",
   "insights": "2025-05-04",
   "predictive": "2025-05-04",
   "twin": "2026-04-21"
  },
  "AMESA": {
   "agent": "2026-10-27",
   "mcp": "2026-10-27",
   "process_opt": "2026-10-27"
  },
  "AVEVA CONNECT": {
   "agent": "2026-05-20",
   "copilot": "2025-07-03",
   "data_context": "2026-05-20",
   "insights": "2025-07-03"
  },
  "Acumatica Manufacturing Edition": {
   "copilot": "2026-10-01",
   "insights": "2026-10-01"
  },
  "Akselos Structural Performance Management": {
   "predictive": "2026-10-20",
   "twin": "2026-10-20"
  },
  "AlisQI": {
   "copilot": "2025-06"
  },
  "AnyLogic": {
   "copilot": "2026-10-12",
   "twin": "2026-10-12"
  },
  "Apprentice": {
   "agent": "2025-08-21",
   "copilot": "2026-04-15",
   "instructions": "2025-08-21",
   "quality_events": "2025-08-21"
  },
  "Aspen Mtell": {
   "maint_work": "2026-01-22",
   "predictive": "2026-01-22"
  },
  "AspenTech AVA": {
   "copilot": "2025-05-22",
   "insights": "2026-05-11",
   "process_opt": "2025-05-22"
  },
  "AssetWatch": {
   "predictive": "2026-10-13"
  },
  "Augmentir": {
   "agent": "2026-02-25",
   "copilot": "2026-09-15",
   "insights": "2026-02-25",
   "instructions": "2025-09-23",
   "quality_events": "2026-02-25"
  },
  "Augury": {
   "agent": "2026-05-18",
   "data_context": "2026-09-10",
   "insights": "2026-05-18",
   "predictive": "2026-05-18"
  },
  "Avathon": {
   "agent": "2025-10-16",
   "execution": "2025-10-16",
   "predictive": "2025-10-16"
  },
  "Averroes.ai": {
   "vision": "2026-05-13"
  },
  "Azumuta": {
   "agent": "2026-06-22",
   "instructions": "2026-06-22",
   "vision": "2026-06-22"
  },
  "Basetwo": {
   "insights": "2025-06-20",
   "twin": "2025-06-20"
  },
  "Braincube": {
   "copilot": "2026-04-30",
   "insights": "2026-04-30"
  },
  "Brightly Asset Essentials": {
   "copilot": "2026-05-12",
   "maint_work": "2026-05-12"
  },
  "Canvas Envision": {
   "agent": "2026-01-22",
   "copilot": "2025-11-05",
   "instructions": "2025-11-05"
  },
  "Cerexio One": {
   "execution": "2026-10-21",
   "predictive": "2026-10-21",
   "quality_events": "2026-10-21"
  },
  "Cognex OneVision": {
   "vision": "2025-06-09"
  },
  "Cognite Data Fusion": {
   "agent": "2025-09-09",
   "copilot": "2025-09-09",
   "data_context": "2026-09-08",
   "insights": "2026-05-12",
   "maint_work": "2025-09-09",
   "mcp": "2026-09-08"
  },
  "ComplianceQuest": {
   "agent": "2025-10-02",
   "quality_events": "2025-10-02"
  },
  "Cordant Asset Health": {
   "predictive": "2026-01-28"
  },
  "Critical Manufacturing MES": {
   "agent": "2026-10-20",
   "copilot": "2026-03-19",
   "insights": "2026-03-19"
  },
  "Datanomix": {
   "copilot": "2025-06-04",
   "insights": "2025-06-04",
   "predictive": "2025-06-04"
  },
  "Dot Compliance eQMS": {
   "agent": "2026-04-21",
   "quality_events": "2026-04-21"
  },
  "Dozuki": {
   "copilot": "2026-09-28",
   "insights": "2026-09-28",
   "instructions": "2026-09-28"
  },
  "Eigen Innovations": {
   "vision": "2026-03-13"
  },
  "Elementary": {
   "vision": "2025-06-18"
  },
  "Epicor Kinetic": {
   "agent": "2026-05-20",
   "insights": "2026-05-20",
   "scheduling": "2026-05-26"
  },
  "Eyelit APS": {
   "agent": "2026-08-10",
   "execution": "2026-08-10",
   "scheduling": "2026-08-10"
  },
  "Eyelit MES": {
   "agent": "2026-05-04",
   "copilot": "2026-05-04",
   "mcp": "2026-05-04",
   "scheduling": "2026-07-15"
  },
  "FORCAM ENISCO": {
   "agent": "2026-07",
   "execution": "2026-07"
  },
  "FactoryTalk Analytics": {
   "vision": "2026-08-10"
  },
  "Fero Labs": {
   "process_opt": "2026-08"
  },
  "Fiix": {
   "copilot": "2026-07-14",
   "insights": "2026-07-14",
   "maint_work": "2026-07-14"
  },
  "Fulcrum": {
   "copilot": "2026-05-08",
   "insights": "2026-05-08"
  },
  "Fuuz": {
   "copilot": "2025-07-22",
   "data_context": "2025-07-22",
   "mcp": "2025-07-22"
  },
  "Greenlight Guru": {
   "copilot": "2026-05-28",
   "mcp": "2026-05-28",
   "quality_events": "2026-05-28"
  },
  "Harmoni": {
   "copilot": "2026-09-09",
   "insights": "2026-09-09"
  },
  "HighByte Intelligence Hub": {
   "agent": "2026-03-31",
   "data_context": "2025-07-01",
   "mcp": "2025-07-01"
  },
  "Honeywell Forge Plant Cognition": {
   "agent": "2026-10-26",
   "predictive": "2026-10-26",
   "process_opt": "2026-10-26",
   "twin": "2026-10-26"
  },
  "IBM Maximo Application Suite": {
   "copilot": "2025-06-24",
   "insights": "2025-06-24",
   "maint_work": "2025-06-24",
   "mcp": "2026-06-25",
   "predictive": "2025-12-05"
  },
  "IFS Ultimo": {
   "agent": "2025-07",
   "copilot": "2026-05-28",
   "maint_work": "2025-07"
  },
  "IPercept": {
   "copilot": "2026-02-19",
   "insights": "2026-02-19"
  },
  "Ideagen Quality Management": {
   "agent": "2025-12-17",
   "quality_events": "2025-12-17"
  },
  "Ignition": {
   "agent": "2026-09",
   "copilot": "2026-09",
   "mcp": "2025-09-17"
  },
  "InfinityQS": {
   "copilot": "2026-04-14",
   "insights": "2026-04-14"
  },
  "Infor CloudSuite Industrial": {
   "agent": "2026-08-31",
   "execution": "2026-08-31",
   "quality_events": "2026-10-06",
   "scheduling": "2026-08-31"
  },
  "Instrumental": {
   "vision": "2026-03-16"
  },
  "Intelex": {
   "insights": "2025-11-25",
   "quality_events": "2025-11-25"
  },
  "Invisible AI": {
   "execution": "2026-04-13",
   "insights": "2026-04-13",
   "vision": "2026-04-13"
  },
  "Katana": {
   "copilot": "2026-08-31",
   "mcp": "2026-08-31"
  },
  "Kitov.ai": {
   "vision": "2026-09-08"
  },
  "Kneat": {
   "agent": "2026-09-07",
   "copilot": "2026-09-07",
   "instructions": "2026-04-15",
   "quality_events": "2026-04-15"
  },
  "Körber PAS-X MES": {
   "copilot": "2025-05-20"
  },
  "L2L": {
   "agent": "2026-10-22",
   "execution": "2026-10-22",
   "maint_work": "2026-10-22"
  },
  "Limble": {
   "data_context": "2026-01-15",
   "maint_work": "2026-01-15",
   "mcp": "2026-01-15"
  },
  "Litmus Edge": {
   "copilot": "2025-05-29",
   "data_context": "2026-04-20",
   "mcp": "2025-05-29"
  },
  "Lumafield": {
   "agent": "2026-09-03",
   "quality_events": "2026-09-03",
   "vision": "2026-07-22"
  },
  "MOZART": {
   "scheduling": "2026-03-31",
   "twin": "2026-03-31"
  },
  "MRPeasy": {
   "copilot": "2026-09-28",
   "insights": "2026-09-28"
  },
  "MVTec HALCON": {
   "copilot": "2026-04-14",
   "vision": "2025-10-14"
  },
  "MachineMetrics": {
   "agent": "2025-11-06",
   "copilot": "2025-11-06",
   "execution": "2025-11-06",
   "insights": "2025-11-06",
   "mcp": "2026-09-14"
  },
  "MaintainX": {
   "copilot": "2026-03-19",
   "insights": "2026-03-19",
   "maint_work": "2026-09-01"
  },
  "MasterControl Manufacturing Excellence": {
   "copilot": "2025-05-15",
   "instructions": "2025-05-15"
  },
  "MasterControl Quality Excellence": {
   "copilot": "2025-08-19",
   "instructions": "2026-01-27",
   "quality_events": "2026-01-27"
  },
  "Musashi AI": {
   "insights": "2026-06-18",
   "vision": "2025-05-06"
  },
  "Nanoprecise": {
   "agent": "2026-06-25",
   "mcp": "2026-06-25",
   "predictive": "2026-06-25"
  },
  "Nulogy Smart Factory": {
   "agent": "2026-05-21",
   "copilot": "2026-05-21",
   "insights": "2026-05-21",
   "maint_work": "2026-05-21"
  },
  "Octave Reliance": {
   "copilot": "2026-02-04",
   "quality_events": "2026-02-04"
  },
  "Oden Technologies": {
   "agent": "2026-10-15",
   "insights": "2026-10-15",
   "process_opt": "2026-10-15"
  },
  "Opcenter X Quality": {
   "copilot": "2026-08-14"
  },
  "Oracle Fusion Cloud Maintenance": {
   "agent": "2026-02-10",
   "copilot": "2026-02-10",
   "maint_work": "2026-02-10"
  },
  "Oracle Fusion Cloud Manufacturing": {
   "agent": "2026-02-10",
   "copilot": "2026-02-10"
  },
  "Overview": {
   "copilot": "2026-10-06",
   "vision": "2025-06-10"
  },
  "Parsec TrakSYS": {
   "copilot": "2026-02-19",
   "insights": "2026-02-19",
   "mcp": "2026-10-20"
  },
  "Plataine": {
   "agent": "2026-06-03",
   "copilot": "2026-06-03",
   "maint_work": "2026-04-28",
   "scheduling": "2026-04-28",
   "twin": "2026-06-03"
  },
  "Plex Smart Manufacturing Platform": {
   "vision": "2026-08-12"
  },
  "Poka": {
   "agent": "2026-06-24",
   "copilot": "2026-06-24",
   "mcp": "2026-06-24"
  },
  "ProShop ERP": {
   "copilot": "2026-06-24",
   "execution": "2026-06-24",
   "instructions": "2026-06-24",
   "scheduling": "2026-06-24"
  },
  "Proficy Smart Factory MES": {
   "copilot": "2026-07-28",
   "mcp": "2026-07-28"
  },
  "Prometheus Group": {
   "copilot": "2025-09-25",
   "maint_work": "2025-09-25",
   "scheduling": "2025-09-25"
  },
  "Qualio": {
   "agent": "2025-10-15",
   "quality_events": "2025-10-15"
  },
  "Redzone": {
   "agent": "2025-11-13",
   "copilot": "2025-11-13",
   "execution": "2026-09-22",
   "predictive": "2025-11-13"
  },
  "ReliVision": {
   "copilot": "2026-10-20",
   "vision": "2026-10-20"
  },
  "SAP Asset Management": {
   "agent": "2026-05-14",
   "maint_work": "2026-05-14",
   "scheduling": "2026-10-26"
  },
  "SAP Asset Performance Management": {
   "agent": "2026-04-20",
   "predictive": "2026-04-20"
  },
  "SAP Digital Manufacturing": {
   "agent": "2026-05-14",
   "copilot": "2026-05-14",
   "execution": "2026-05-14"
  },
  "SYSPRO": {
   "agent": "2026-09-02",
   "execution": "2026-09-02",
   "mcp": "2026-09-02",
   "scheduling": "2026-09-02"
  },
  "Schaeffler OPTIME": {
   "maint_work": "2026-01-27",
   "predictive": "2026-01-27"
  },
  "Seeq": {
   "agent": "2026-03-03",
   "copilot": "2026-03-03",
   "insights": "2026-03-03"
  },
  "Siemens Industrial Copilot": {
   "agent": "2025-05-12",
   "copilot": "2025-05-12",
   "maint_work": "2025-05-12"
  },
  "Siemens Insights Hub": {
   "copilot": "2025-05-13",
   "insights": "2025-05-13"
  },
  "Siemens Opcenter": {
   "agent": "2026-05-21",
   "copilot": "2026-02-12",
   "mcp": "2026-05-21"
  },
  "Siemens Tecnomatix Plant Simulation": {
   "copilot": "2025-12-17",
   "twin": "2025-12-17"
  },
  "Siemens Tecnomatix Process Simulate": {
   "agent": "2026-06-29",
   "copilot": "2025-07-25",
   "twin": "2025-07-25"
  },
  "Sight Machine": {
   "agent": "2025-09-16",
   "copilot": "2025-09-16",
   "data_context": "2026-06-11",
   "execution": "2026-04-20",
   "insights": "2025-09-16",
   "process_opt": "2026-04-20"
  },
  "Simio": {
   "copilot": "2026-09-23",
   "mcp": "2026-09-23",
   "scheduling": "2026-09-23",
   "twin": "2026-09-23"
  },
  "Squint": {
   "agent": "2026-06-15",
   "copilot": "2026-05-08",
   "insights": "2026-06-15",
   "instructions": "2026-05-08",
   "vision": "2026-08-24"
  },
  "SymphonyAI IRIS Foundry": {
   "agent": "2026-10-07",
   "copilot": "2025-09-16",
   "data_context": "2026-10-07",
   "mcp": "2025-09-16",
   "predictive": "2026-04-20",
   "process_opt": "2026-04-20"
  },
  "TDengine IDMP": {
   "agent": "2025-08-04",
   "insights": "2025-08-04",
   "predictive": "2025-08-04"
  },
  "ThingWorx": {
   "agent": "2026-09-01",
   "copilot": "2026-09-01",
   "mcp": "2026-09-01"
  },
  "TrackWise": {
   "agent": "2026-10-21",
   "quality_events": "2025-05-14"
  },
  "Tractian": {
   "predictive": "2026-03-02"
  },
  "TrendMiner": {
   "agent": "2026-03-11",
   "copilot": "2026-10-27",
   "insights": "2026-03-11",
   "mcp": "2026-03-11",
   "predictive": "2026-05-18"
  },
  "Tulip": {
   "agent": "2025-10-07",
   "copilot": "2026-10-09",
   "data_context": "2026-10-06",
   "execution": "2025-10-07",
   "insights": "2026-03-17",
   "instructions": "2026-10-09",
   "mcp": "2026-10-06",
   "quality_events": "2025-10-07",
   "vision": "2026-03-17"
  },
  "TwinThread": {
   "copilot": "2025-10-20",
   "insights": "2025-10-20",
   "predictive": "2026-10-08"
  },
  "UnitX": {
   "vision": "2026-06-15"
  },
  "UpKeep": {
   "agent": "2025-09-03",
   "copilot": "2025-09-03",
   "insights": "2026-02-06",
   "maint_work": "2025-09-03"
  },
  "UptimeAI": {
   "agent": "2026-03-25",
   "predictive": "2026-03-25",
   "process_opt": "2026-03-25",
   "quality_events": "2026-03-25"
  },
  "ValGenesis": {
   "copilot": "2026-04-14",
   "instructions": "2025-07-02",
   "quality_events": "2025-07-02"
  },
  "Veeva QMS": {
   "agent": "2025-10-14",
   "quality_events": "2025-10-14"
  },
  "Waites": {
   "maint_work": "2026-08-26",
   "predictive": "2026-08-26"
  },
  "Weever": {
   "copilot": "2026-06-10",
   "insights": "2026-06-10",
   "quality_events": "2026-09-24"
  },
  "Workerbase": {
   "agent": "2026-05-01",
   "copilot": "2026-05-01",
   "maint_work": "2026-05-01"
  },
  "Zebra Aurora Vision": {
   "vision": "2025-10-14"
  },
  "eMaint": {
   "copilot": "2026-03-16",
   "insights": "2026-03-16",
   "instructions": "2026-03-16",
   "maint_work": "2026-03-16"
  },
  "iBase-t Solumina": {
   "copilot": "2026-01-15",
   "insights": "2026-01-15",
   "instructions": "2026-01-15"
  },
  "iTAC.MOM.Suite": {
   "copilot": "2025-10-27",
   "data_context": "2025-10-27",
   "insights": "2026-03-16",
   "instructions": "2025-10-29"
  },
  "xynLog": {
   "copilot": "2026-04-20",
   "insights": "2026-04-20",
   "predictive": "2026-04-20"
  }
 },
 "sold_by_category": {
  "scheduling": {
   "apm": 1,
   "cmms": 2,
   "ind_ai": 1,
   "mes": 4,
   "mrp": 2,
   "oee": 2,
   "scheduling": 14,
   "scp": 1,
   "twin": 1
  },
  "execution": {
   "connected_worker": 7,
   "ind_ai": 6,
   "ind_data": 2,
   "mes": 12,
   "mrp": 3,
   "oee": 4,
   "qms": 1,
   "scheduling": 2
  },
  "instructions": {
   "cmms": 2,
   "connected_worker": 14,
   "ind_ai": 1,
   "mes": 6,
   "mrp": 1,
   "oee": 1,
   "qms": 6
  },
  "vision": {
   "apm": 1,
   "cmms": 1,
   "connected_worker": 8,
   "ind_ai": 6,
   "inspection": 22,
   "mes": 4,
   "oee": 2,
   "qms": 1
  },
  "quality_events": {
   "connected_worker": 5,
   "ind_ai": 4,
   "inspection": 3,
   "mes": 5,
   "mrp": 1,
   "qms": 17
  },
  "predictive": {
   "apm": 22,
   "cmms": 7,
   "ind_ai": 10,
   "ind_data": 7,
   "inspection": 1,
   "mes": 4,
   "mrp": 2,
   "oee": 8
  },
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 }
}