Maintenance prediction agent

{
  "agent_id": "maintenance_prediction_agent_8",
  "name": "Maintenance prediction agent",
  "url": "https://adoption.microsoft.com/en-us/scenario-library/manufacturing/maintenance-prediction-agent",
  "logo": "https://agentery.com/logos/CP-PPV69N-256.png",
  "niche": "predictive-maintenance",
  "category": "manufacturing-industrial",
  "short_summary": "Predicts equipment failures in advance by analyzing sensor data and machine logs to enable proactive maintenance and reduce unplanned downtime",
  "task_performed": "Predicts equipment failures in advance by analyzing sensor data and machine logs to enable proactive maintenance and reduce unplanned downtime",
  "inputs_accepted": [
    "real-time equipment sensor data and historical machine logs"
  ],
  "outputs_produced": [
    "anomaly detection",
    "equipment failure forecasts",
    "and maintenance notifications to planners with spare part and timing recommendations"
  ],
  "integrations_available": [
    "Microsoft Copilot Studio",
    "Microsoft 365 Copilot",
    "Microsoft Teams"
  ],
  "protocols_or_interfaces": [],
  "industry_fit": [
    "manufacturing"
  ],
  "autonomy_level": "workflow automation",
  "human_approval_needed": "unclear",
  "pricing_model": "unclear",
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    "lowest_monthly_usd": null,
    "monthly_usd": null,
    "headline": "No public price found",
    "summary": "No public price found on the vendor site.",
    "confidence": "high",
    "source_url": "https://adoption.microsoft.com/en-us/scenario-library/manufacturing/maintenance-prediction-agent",
    "checked_at": "2026-10-21T02:18:49.510Z",
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    "source": "render+llm"
  },
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  "evidence_quality": "medium",
  "entity_type": "agent",
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    "https://adoption.microsoft.com/en-us/scenario-library/manufacturing/maintenance-prediction-agent",
    "https://adoption.microsoft.com/en-us/scenario-library/manufacturing/maintenance-prediction-agent/"
  ],
  "last_checked": "2026-10-21",
  "profile_checked": "2026-06-16",
  "price_checked": "2026-10-21",
  "how_to_connect": {
    "website": "https://adoption.microsoft.com/en-us/scenario-library/manufacturing/maintenance-prediction-agent",
    "docs": "https://adoption.microsoft.com/documentation",
    "mcp": null,
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      "endpoint": null
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    "protocols": [],
    "install": null,
    "repository": null
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  "deployment": {
    "model": "unknown",
    "both_offered": false,
    "hosted_endpoint": null,
    "install": null,
    "note": "No deployment evidence held — Agentery has no endpoint, install instruction or directory attribute for this listing.",
    "evidence": null
  },
  "licence": {
    "name": null,
    "note": "No named licence found in the retained page text or source attributes. A public repository alone does not establish an open-source licence.",
    "evidence": null
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  "evidence_checks": {
    "price": {
      "status": "unknown",
      "note": "no observed price page text held for this listing"
    },
    "agent_card": {
      "status": "unknown",
      "note": "no Agent Card URL recorded for this listing"
    },
    "endpoint": {
      "status": "unknown",
      "note": "endpoint not yet checked"
    }
  },
  "product_group": null,
  "liveness": {
    "probed": true,
    "alive": true,
    "endpoint_kind": "site",
    "latency_ms": 1437,
    "uptime_7d": 1,
    "checked_at": "2026-10-26T02:39:12.655Z",
    "consecutive_failures": 0,
    "status": "alive"
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  "reported_success": null,
  "feedback": "If you actually use this provider, call report_outcome with the result. Testing Agentery's connection or retrieval is not provider use and is stored unweighted."
}