{
 "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": "forecasting",
   "n": "AI demand forecasting",
   "d": "Machine learning or AI demand forecasts."
  },
  {
   "k": "sensing",
   "n": "Demand sensing",
   "d": "Short-term forecasts from live signals: orders, point of sale, weather, events."
  },
  {
   "k": "supply_plan",
   "n": "Supply planning",
   "d": "AI-assisted supply, materials or capacity plans."
  },
  {
   "k": "mrp",
   "n": "MRP",
   "d": "Material requirements planning from the bill of materials."
  },
  {
   "k": "scheduling",
   "n": "Production scheduling",
   "d": "AI or optimization that sequences production."
  },
  {
   "k": "inventory_opt",
   "n": "Inventory optimization",
   "d": "AI-set stock targets and safety stock."
  },
  {
   "k": "replenishment",
   "n": "Replenishment",
   "d": "Automated reorder and purchase suggestions."
  },
  {
   "k": "sop",
   "n": "S&OP and IBP",
   "d": "Sales and operations planning or integrated business planning."
  },
  {
   "k": "scenario",
   "n": "Scenario planning",
   "d": "AI-built or AI-explained what-if scenarios."
  },
  {
   "k": "network",
   "n": "Network design",
   "d": "Model and optimize the network: plants, warehouses, lanes."
  },
  {
   "k": "risk",
   "n": "Disruption sensing",
   "d": "AI that detects disruptions or risk and suggests a response."
  },
  {
   "k": "analytics",
   "n": "Planning analytics",
   "d": "AI analytics or natural-language questions on planning 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": {
  "AIMMS SC Navigator": {
   "copilot": "2026-05-21",
   "network": "2026-05-21",
   "scenario": "2026-05-21"
  },
  "Acumatica Manufacturing Edition": {
   "agent": "2026-10-01",
   "analytics": "2026-10-01",
   "copilot": "2026-03-24",
   "mcp": "2026-10-01",
   "mrp": "2026-03-24",
   "scheduling": "2026-10-01"
  },
  "Aera Technology": {
   "agent": "2025-06-11",
   "copilot": "2025-06-11",
   "mcp": "2026-08-31",
   "risk": "2026-05-04"
  },
  "Anaplan": {
   "agent": "2025-12-09",
   "risk": "2025-12-09",
   "scenario": "2025-12-09"
  },
  "Blue Yonder": {
   "agent": "2025-05-06",
   "copilot": "2026-03-11",
   "inventory_opt": "2025-05-06",
   "risk": "2025-05-06",
   "scenario": "2026-03-11",
   "scheduling": "2026-05-19",
   "supply_plan": "2026-03-11"
  },
  "Board": {
   "agent": "2025-06-11",
   "risk": "2026-06-24",
   "scenario": "2026-06-24",
   "sop": "2026-08-06",
   "supply_plan": "2026-08-06"
  },
  "Epicor Kinetic": {
   "agent": "2026-05-20",
   "analytics": "2025-05-06",
   "copilot": "2025-05-06",
   "mcp": "2026-05-20",
   "mrp": "2026-05-20"
  },
  "Flieber": {
   "agent": "2026-10-28",
   "copilot": "2026-10-28",
   "mcp": "2026-10-28"
  },
  "Fulcrum": {
   "analytics": "2026-10-14",
   "copilot": "2026-05-08",
   "mcp": "2026-05-08"
  },
  "GAINS": {
   "agent": "2026-02-24",
   "inventory_opt": "2026-02-24",
   "replenishment": "2026-02-24"
  },
  "Infor CloudSuite Industrial": {
   "agent": "2026-04-22",
   "copilot": "2026-10-06",
   "mcp": "2026-04-22",
   "scheduling": "2026-08-31"
  },
  "Infor Supply Chain Planning": {
   "agent": "2026-10-06",
   "copilot": "2026-10-06",
   "scheduling": "2026-10-06"
  },
  "Intuendi": {
   "agent": "2026-05-06",
   "analytics": "2025-10-31",
   "copilot": "2025-10-31",
   "mcp": "2026-07-30"
  },
  "Inventory Planner": {
   "agent": "2026-06-17",
   "analytics": "2026-06-17",
   "copilot": "2026-06-17"
  },
  "John Galt Solutions": {
   "agent": "2026-01-21",
   "analytics": "2026-07-20",
   "copilot": "2025-09-16",
   "forecasting": "2025-09-16",
   "inventory_opt": "2025-09-16",
   "scenario": "2026-07-20"
  },
  "Katana": {
   "copilot": "2026-08-31",
   "forecasting": "2026-07-14",
   "inventory_opt": "2026-07-14",
   "mcp": "2026-08-31",
   "replenishment": "2026-07-14",
   "scenario": "2026-07-14"
  },
  "Kinaxis Maestro": {
   "agent": "2025-10-17",
   "analytics": "2025-10-17",
   "copilot": "2025-10-17",
   "risk": "2025-10-17",
   "scenario": "2026-03-16",
   "supply_plan": "2026-03-16"
  },
  "Logility Supply Chain Management Suite": {
   "agent": "2026-04-07",
   "analytics": "2026-04-07",
   "forecasting": "2026-04-07",
   "risk": "2026-04-28",
   "scenario": "2026-04-28"
  },
  "Lokad": {
   "copilot": "2025-05-12"
  },
  "MRPeasy": {
   "analytics": "2026-09-28",
   "copilot": "2026-09-28"
  },
  "Microsoft Dynamics 365 Supply Chain Management": {
   "agent": "2025-10-21",
   "forecasting": "2025-10-21",
   "supply_plan": "2026-04-20"
  },
  "Netstock": {
   "agent": "2026-02-18",
   "copilot": "2026-02-18",
   "inventory_opt": "2026-02-18"
  },
  "OMP Unison Planning": {
   "agent": "2025-10-02",
   "copilot": "2025-10-02",
   "risk": "2026-03-03",
   "scenario": "2025-10-02",
   "sop": "2026-03-03",
   "supply_plan": "2026-11-03"
  },
  "Odoo Manufacturing": {
   "agent": "2026-09-24",
   "mcp": "2026-09-24",
   "replenishment": "2026-09-24",
   "scheduling": "2026-09-24"
  },
  "Optilogic": {
   "agent": "2026-06-03",
   "copilot": "2026-06-03",
   "inventory_opt": "2026-10-29",
   "network": "2026-06-03",
   "risk": "2026-10-29",
   "scenario": "2026-06-03"
  },
  "Oracle Fusion Cloud Supply Chain Planning": {
   "agent": "2026-02-10",
   "analytics": "2026-02-10",
   "copilot": "2026-02-10",
   "inventory_opt": "2026-06-29",
   "risk": "2026-06-29",
   "scenario": "2026-10-26",
   "supply_plan": "2026-10-26"
  },
  "Oracle NetSuite": {
   "agent": "2025-10-07",
   "copilot": "2025-10-07",
   "inventory_opt": "2026-10-26",
   "mcp": "2025-10-07",
   "risk": "2026-10-26"
  },
  "ProShop ERP": {
   "copilot": "2026-06-24",
   "risk": "2026-06-24",
   "scenario": "2026-06-24",
   "scheduling": "2026-06-24"
  },
  "RELEX Solutions": {
   "agent": "2025-11-20",
   "analytics": "2025-11-20",
   "forecasting": "2026-03-09",
   "mcp": "2026-05-07",
   "replenishment": "2026-03-09"
  },
  "SAP Integrated Business Planning": {
   "analytics": "2025-07-24",
   "copilot": "2025-07-24",
   "forecasting": "2025-10-22",
   "inventory_opt": "2026-04-14",
   "supply_plan": "2026-01-14"
  },
  "SYSPRO": {
   "agent": "2026-09-02",
   "mcp": "2026-09-02",
   "risk": "2026-09-02"
  },
  "StockIQ": {
   "agent": "2026-10-08",
   "analytics": "2026-10-08",
   "copilot": "2026-10-08"
  },
  "ToolsGroup": {
   "agent": "2026-05-27",
   "forecasting": "2025-12-02",
   "inventory_opt": "2025-12-02",
   "risk": "2026-05-27",
   "scenario": "2026-05-27"
  },
  "ketteQ": {
   "agent": "2026-02-25",
   "analytics": "2026-08-12",
   "copilot": "2026-08-12",
   "risk": "2026-02-25",
   "scenario": "2025-11-11",
   "supply_plan": "2025-11-11"
  },
  "o9 Solutions": {
   "agent": "2025-06-03",
   "analytics": "2025-06-03",
   "copilot": "2025-06-03",
   "inventory_opt": "2026-07-23",
   "risk": "2026-03-26",
   "scenario": "2025-06-03",
   "sop": "2026-03-26",
   "supply_plan": "2026-07-23"
  }
 },
 "sold_by_category": {
  "forecasting": {
   "bizplan": 1,
   "decision": 2,
   "demand_inv": 13,
   "mrp": 2,
   "scp": 13
  },
  "sensing": {
   "bizplan": 1,
   "decision": 1,
   "demand_inv": 3,
   "scp": 4
  },
  "supply_plan": {
   "bizplan": 3,
   "decision": 2,
   "demand_inv": 6,
   "mrp": 4,
   "scp": 13
  },
  "mrp": {
   "bizplan": 1,
   "demand_inv": 1,
   "mrp": 6
  },
  "scheduling": {
   "demand_inv": 3,
   "mrp": 6,
   "scp": 8
  },
  "inventory_opt": {
   "bizplan": 1,
   "decision": 2,
   "demand_inv": 15,
   "mrp": 2,
   "scp": 12
  },
  "replenishment": {
   "decision": 2,
   "demand_inv": 14,
   "mrp": 2,
   "scp": 2
  },
  "sop": {
   "bizplan": 3,
   "decision": 2,
   "demand_inv": 6,
   "scp": 11
  },
  "scenario": {
   "bizplan": 3,
   "decision": 4,
   "demand_inv": 6,
   "mrp": 2,
   "scp": 12
  },
  "network": {
   "decision": 3
  },
  "risk": {
   "bizplan": 2,
   "decision": 4,
   "demand_inv": 1,
   "mrp": 3,
   "scp": 5
  },
  "analytics": {
   "bizplan": 1,
   "decision": 1,
   "demand_inv": 5,
   "mrp": 3,
   "scp": 6
  },
  "copilot": {
   "decision": 3,
   "demand_inv": 10,
   "mrp": 11,
   "scp": 11
  },
  "agent": {
   "bizplan": 3,
   "decision": 4,
   "demand_inv": 12,
   "mrp": 7,
   "scp": 10
  },
  "mcp": {
   "bizplan": 1,
   "decision": 3,
   "demand_inv": 4,
   "mrp": 8
  }
 },
 "monthly_launches": {
  "2025-05": {
   "assist": 3
  },
  "2025-06": {
   "agent": 1,
   "assist": 2
  },
  "2025-07": {
   "assist": 1
  },
  "2025-08": {},
  "2025-09": {
   "assist": 1
  },
  "2025-10": {
   "agent": 1,
   "always_on": 1,
   "assist": 4
  },
  "2025-11": {
   "assist": 2
  },
  "2025-12": {
   "agent": 1,
   "assist": 1
  },
  "2026-01": {
   "agent": 1,
   "assist": 1
  },
  "2026-02": {
   "agent": 2,
   "always_on": 1,
   "assist": 2
  },
  "2026-03": {
   "agent": 1,
   "always_on": 1,
   "assist": 4
  },
  "2026-04": {
   "agent": 2,
   "always_on": 1,
   "assist": 2
  },
  "2026-05": {
   "agent": 2,
   "always_on": 1,
   "assist": 5
  },
  "2026-06": {
   "agent": 3,
   "always_on": 1,
   "assist": 2
  },
  "2026-07": {
   "assist": 4
  },
  "2026-08": {
   "agent": 3,
   "assist": 2
  },
  "2026-09": {
   "agent": 2,
   "assist": 2
  },
  "2026-10": {
   "agent": 6,
   "assist": 3
  },
  "2026-11": {
   "agent": 2
  }
 }
}