Predictive Maintenance

{
  "niche": "predictive-maintenance",
  "parent_sector": "manufacturing-industrial",
  "provider_type_pricing": {
    "slug": "predictive-maintenance",
    "pricing_basis": "lowest_observed_monthly_usd",
    "provider_type_methodology": "commercial-form-v2",
    "provider_type_methodology_published_at": "2026-07-31",
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        "confidence": "insufficient",
        "reason": "Fewer than three comparable priced MCP servers are available."
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    "recommendation_reason": "Choose the cohort according to the commercial delivery type being assessed.",
    "fallback_context": null,
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  "crowding_level": "crowded",
  "observed_node_count": 7,
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    "inventory-optimization",
    "iso-compliance-documentation",
    "production-schedule-optimization",
    "production-yield-optimization",
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      "enterprise money present"
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    "alive_share": 1
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  },
  "pricing": {
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      "individual": {
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      "team_sme": {
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    },
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      "individual": {
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    },
    "byTierCohorts": {
      "status": "ok",
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          "currency": "USD",
          "period": "month",
          "unit": "flat",
          "median": 449.5,
          "provider_count": 2,
          "plan_observation_count": 2,
          "data_confidence": 0.15,
          "data_confidence_basis": {
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          },
          "reliability": "low",
          "members": [
            {
              "provider": "diagnostics",
              "usd": 29
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            {
              "provider": "ai_property_maintenance_assist",
              "usd": 870
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          ]
        },
        {
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          "reliability": "low",
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            {
              "provider": "generative_ai_maintenance_assi",
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          ]
        }
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      "evidence": {
        "status": "ok",
        "single_observations": [],
        "observed_offers": [
          {
            "billing": "monthly",
            "unit": "flat",
            "count": 4,
            "offers": [
              {
                "provider": "ai_property_maintenance_assist",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$340/mo",
                "monthly_usd": 340
              },
              {
                "provider": "ai_property_maintenance_assist",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$870/mo",
                "monthly_usd": 870
              },
              {
                "provider": "ai_property_maintenance_assist",
                "tier": "enterprise",
                "billing": "monthly",
                "unit": "flat",
                "price": "$1,100/mo",
                "monthly_usd": 1100
              },
              {
                "provider": "diagnostics",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$29/mo",
                "monthly_usd": 29
              }
            ]
          },
          {
            "billing": "monthly",
            "unit": "per_user",
            "count": 5,
            "offers": [
              {
                "provider": "ai_maintenance_copilot_predict",
                "tier": "individual",
                "billing": "monthly",
                "unit": "per_user",
                "price": "$9/user/month",
                "monthly_usd": 9
              },
              {
                "provider": "ai_maintenance_copilot_predict",
                "tier": "pro",
                "billing": "monthly",
                "unit": "per_user",
                "price": "$19/user/month",
                "monthly_usd": 19
              },
              {
                "provider": "ai_maintenance_copilot_predict",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "per_user",
                "price": "$29/user/month",
                "monthly_usd": 29
              },
              {
                "provider": "generative_ai_maintenance_assi",
                "tier": "pro",
                "billing": "monthly",
                "unit": "per_user",
                "price": "$19/user/month",
                "monthly_usd": 19
              },
              {
                "provider": "generative_ai_maintenance_assi",
                "tier": "pro",
                "billing": "monthly",
                "unit": "per_user",
                "price": "$49/user/month",
                "monthly_usd": 49
              }
            ]
          },
          {
            "billing": "one_time",
            "unit": "flat",
            "count": 1,
            "offers": [
              {
                "provider": "med_vehicle_intelligence",
                "tier": "pro",
                "billing": "one_time",
                "unit": "flat",
                "price": "$49",
                "monthly_usd": null
              }
            ]
          },
          {
            "billing": "unspecified_period",
            "unit": "flat",
            "count": 1,
            "offers": [
              {
                "provider": "generative_ai_maintenance_assi",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact Sales",
                "monthly_usd": null
              }
            ]
          }
        ],
        "coverage": {
          "priced_providers": 5,
          "normalized_observations": 9,
          "comparable_providers": 4,
          "strict_cohorts": 2,
          "exclusion_reasons": {
            "free_or_zero": 1,
            "ambiguous_cadence": 1,
            "one_time": 1
          }
        }
      }
    },
    "billingMix": {
      "freemium": 4,
      "subscription": 1,
      "free": 1
    },
    "freeTierShare": 0.83,
    "medianLowestUsd": 29
  },
  "movement": null,
  "index_series": {
    "series": [
      {
        "day": "2026-07-20",
        "index": 100,
        "pairs": 8,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-21",
        "index": 100,
        "pairs": 8,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-22",
        "index": 100,
        "pairs": 8,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-23",
        "index": 100,
        "pairs": 8,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-24",
        "index": 100,
        "pairs": 8,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-25",
        "index": 100,
        "pairs": 8,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-26",
        "index": 100,
        "pairs": 8,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-27",
        "index": 100,
        "pairs": 8,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-28",
        "index": 100,
        "pairs": 8,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-29",
        "index": 100,
        "pairs": 8,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-30",
        "index": 100,
        "pairs": 8,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-31",
        "index": 100,
        "pairs": 8,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-01",
        "index": 100,
        "pairs": 8,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-02",
        "index": 100,
        "pairs": 8,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-03",
        "index": 100,
        "pairs": 8,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-04",
        "index": 100,
        "pairs": 8,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-05",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-06",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-07",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-08",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-09",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-10",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-11",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-12",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-13",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-14",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-15",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-16",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-17",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-18",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      }
    ],
    "latest": 100,
    "day_change_pct": 0,
    "methodology": "Chained daily price index, base 100 on the first priced scan day (29 Jun 2026). The overall index is the COMPOSITE of the four buyer-tier indices (individual / pro / team&sme / enterprise): each day it moves by the equal-weighted average of the tiers' moves. Each tier index is like-for-like — only agents priced on both consecutive scan days (per-agent ratios, geometric mean, clipped to [0.2, 5]) — so composition changes (agents revealing or hiding prices) can never move it."
  },
  "top_agents": [
    {
      "agent_id": "agentic_maintenance_schedule_p",
      "name": "Agentic Maintenance Schedule Planning Agent",
      "url": "https://xmpro.com/solutions-library/ai-agent-library,decision-agents/maintenance-schedule-planning-agent-schedule-optimizer",
      "short_summary": "Continuously optimises maintenance schedules by balancing task urgency, resource availability, skill matching, and production constraints, dynamically adapting…",
      "price": {
        "observed": false,
        "billing": "failed_to_load",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public price found on the vendor site."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "shopfloor_copilot_aipowered_me",
      "name": "Shopfloor Copilot Aipowered Me",
      "url": "https://shopfloor-copilot.com/",
      "short_summary": "AI-enhanced MES that monitors manufacturing OEE, maps machine signals to loss categories, provides RAG-grounded diagnostics, predictive maintenance, and shop-f…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public price found on the vendor site."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "ai_maintenance_copilot_predict",
      "name": "Ai Maintenance Copilot Predict",
      "url": "https://maintainsoft.com/products/ai-maintenance-copilot",
      "short_summary": "Predicts equipment failures and optimizes maintenance operations, generating work orders and providing maintenance recommendations",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 9,
        "monthly_usd": 9,
        "headline": "Free tier, then from $9/mo",
        "summary": "Free tier, then from $9/mo. MaintainSoft offers per-user subscription pricing starting at $9/month with a 7-day free trial and no credit card required."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "generative_ai_maintenance_assi",
      "name": "Generative Ai Maintenance Assi",
      "url": "https://oxmaint.com/industries/steel-plant/generative-ai-maintenance-assistant-steel",
      "short_summary": "Provides AI-powered maintenance troubleshooting guidance, work instructions, and expert knowledge access for steel plant technicians via a natural-language cop…",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 19,
        "monthly_usd": 19,
        "headline": "Free tier, then from $19/mo",
        "summary": "Free tier, then from $19/mo. Oxmaint offers a freemium CMMS with a free Lite tier, paid Pro ($19/user/month) and Agentic ($49/user/month) plans with AI features, and custom Enterprise pricing."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "maintenance_prediction_agent_8",
      "name": "Maintenance Prediction Agent 8",
      "url": "https://adoption.microsoft.com/en-us/scenario-library/manufacturing/maintenance-prediction-agent",
      "short_summary": "Predicts equipment failures in advance by analyzing sensor data and machine logs to enable proactive maintenance and reduce unplanned downtime",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public price found on the vendor site."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "med_vehicle_intelligence",
      "name": "MED Vehicle Intelligence",
      "url": "https://myeverydaydriver.com ",
      "short_summary": "provides automotive repair and maintenance advisory services including repair estimate evaluation, fix-or-replace decisions, and vehicle maintenance guidance",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 49,
        "monthly_usd": 49,
        "headline": "Free tier, then from $49/mo",
        "summary": "Free tier, then from $49/mo. My Everyday Driver offers free automotive guidance tools and a $49 written repair-quote second opinion delivered within 24 hours."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "mobimentor_ai",
      "name": "mobiMentor AI",
      "url": "https://verosoftdesign.com/features/mobimentor-ai",
      "short_summary": "Streamlines preventive and predictive maintenance and asset management by automating admin tasks like work orders, shift handovers, reports, dispatching, and g…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No reliable public SaaS pricing or plan details were observed in the supplied homepage and pricing-page content."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "vijan_maintenance_scheduler",
      "name": "Maintenance Scheduler AI Agent",
      "url": "https://vijan.ai/agent-tracker/maintenance-scheduler",
      "short_summary": "Optimizes preventive maintenance schedules for generation assets, transmission lines, and distribution infrastructure using predictive analytics and machine le…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No reliable public pricing is shown for the Maintenance Scheduler agent."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "ai_property_maintenance_assist",
      "name": "Ai Property Maintenance Assist",
      "url": "https://estatespace.com/ai-property-maintenance-assistant-predictive-automation",
      "short_summary": "automates and predicts property maintenance tasks, scheduling, vendor coordination, and compliance tracking for estate management",
      "price": {
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 340,
        "monthly_usd": 340,
        "headline": "From $340/mo",
        "summary": "From $340/mo. EstateSpace offers three tiered subscription plans starting at $340/month for property maintenance automation, with annual discounts of 10–20% available."
      },
      "evidence_quality": "low",
      "upvotes": 0
    },
    {
      "agent_id": "maintainx_ai",
      "name": "Maintainx Ai",
      "url": "https://getmaintainx.com/use-cases/ai-powered-maintenance-operations",
      "short_summary": "AI-powered CMMS platform for maintenance teams. Features MaintainX CoPilot for real-time guidance, anomaly detection, smart work estimates, and automated work…",
      "price": {
        "observed": false,
        "billing": "unknown",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public price found on the vendor site."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    }
  ],
  "platforms_also_here": [
    {
      "agent_id": "apprentice",
      "name": "Apprentice",
      "url": "https://apprentice.io/",
      "short_summary": "automates manufacturing workflows such as alarm response, troubleshooting, batch record/exception review, deviation investigation, recipe authoring, shift hand…",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 200,
        "monthly_usd": 200,
        "headline": "Free tier, then from $200/mo",
        "summary": "Free tier, then from $200/mo. Freemium model with a free tier for individuals and a $200/user/month Team plan billed annually; Enterprise pricing available on request."
      },
      "home_niche": "manufacturing-process-optimization",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "factana_industrial_ai_copilot",
      "name": "Factana Industrial Ai Copilot",
      "url": "https://factana.com/industrial-ai-services/ai-copilot",
      "short_summary": "AI copilot platform for manufacturing operations providing insights, automation, and recommendations for production planning, asset maintenance, quality inspec…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public price found on the vendor site."
      },
      "home_niche": "manufacturing-process-optimization",
      "also_covers": true,
      "upvotes": 0
    }
  ],
  "page_url": "https://agentery.com/market/predictive-maintenance",
  "summary": {
    "niche": "predictive-maintenance",
    "sector": "manufacturing-industrial",
    "pricing_by_provider_type": {
      "headline": "No published benchmark for predictive-maintenance yet — too few comparable priced providers. Observed offers are listed.",
      "benchmarks": [
        {
          "provider_type": "agent",
          "provider_type_label": "Agents",
          "buyer_tier": "pro",
          "buyer_tier_label": "Pro",
          "pricing_unit": "per_user",
          "pricing_unit_label": "per user",
          "comparable_provider_count": 2,
          "reliability": "low",
          "median": null,
          "p25": null,
          "p75": null,
          "status": "observed_offers_only",
          "observed_offers": [
            19,
            34
          ]
        }
      ],
      "warnings": [],
      "full_pricing_via": {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "predictive-maintenance"
        },
        "note": "add provider_type + buyer_tier for a specific cohort"
      }
    },
    "page_url": "https://agentery.com/market/predictive-maintenance",
    "counts": {
      "listings_with_price_capture": 13,
      "listings_with_observed_public_price": 6,
      "providers_with_numeric_monthly_price_latest_scan": null,
      "like_for_like_comparable_pairs": null
    },
    "movement": {
      "d": {
        "published": false,
        "value_pct": null,
        "held_reason": null
      },
      "w": {
        "published": false,
        "value_pct": null,
        "held_reason": null
      },
      "m": {
        "published": false,
        "value_pct": null,
        "held_reason": null
      }
    },
    "pricing_version": "cohorts-1",
    "pricing_status": "ok",
    "pricing_by_tier": [
      {
        "tier": "pro",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 449.5,
        "provider_count": 2,
        "plan_observation_count": 2,
        "data_confidence": 0.15,
        "data_confidence_basis": {
          "provider_component": 0.17,
          "observation_component": 0.1,
          "provider_count": 2,
          "plan_observation_count": 2
        },
        "reliability": "low",
        "members": [
          {
            "provider": "diagnostics",
            "usd": 29
          },
          {
            "provider": "ai_property_maintenance_assist",
            "usd": 870
          }
        ]
      },
      {
        "tier": "pro",
        "currency": "USD",
        "period": "month",
        "unit": "per_user",
        "median": 26.5,
        "provider_count": 2,
        "plan_observation_count": 3,
        "data_confidence": 0.16,
        "data_confidence_basis": {
          "provider_component": 0.17,
          "observation_component": 0.15,
          "provider_count": 2,
          "plan_observation_count": 3
        },
        "reliability": "low",
        "members": [
          {
            "provider": "ai_maintenance_copilot_predict",
            "usd": 19
          },
          {
            "provider": "generative_ai_maintenance_assi",
            "usd": 34
          }
        ]
      }
    ],
    "pricing_coverage": {
      "listings_with_price_capture": 13,
      "listings_with_observed_public_price": 6,
      "normalized_observations": 9,
      "comparable_providers": 4,
      "strict_cohorts": 2,
      "exclusion_reasons": {
        "free_or_zero": 1,
        "ambiguous_cadence": 1,
        "one_time": 1
      }
    },
    "pricing_note": "Provider-deduped, FX-normalized monthly medians, separated by buyer tier AND billing unit (flat/per_seat/per_user/per_agent) — incompatible units are never blended. Ranges (p25/p75) only at >=5 providers; data_confidence is provider-count-weighted. Usage-metered, promo, range, one-time and ambiguous-cadence plans are excluded.",
    "pricing_excluded_observations": {
      "free_or_zero": 1,
      "ambiguous_cadence": 1,
      "one_time": 1
    },
    "billing_mix": {
      "freemium": 4,
      "subscription": 1,
      "free": 1
    },
    "free_tier_share": 0.83,
    "top_providers": [
      {
        "agent_id": "agentic_maintenance_schedule_p",
        "name": "Agentic Maintenance Schedule Planning Agent",
        "price": {
          "observed": false,
          "billing": "failed_to_load",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "No public price found",
          "summary": "No public price found on the vendor site."
        },
        "observed": false
      },
      {
        "agent_id": "shopfloor_copilot_aipowered_me",
        "name": "Shopfloor Copilot Aipowered Me",
        "price": {
          "observed": false,
          "billing": "not_found",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "No public price found",
          "summary": "No public price found on the vendor site."
        },
        "observed": false
      },
      {
        "agent_id": "ai_maintenance_copilot_predict",
        "name": "Ai Maintenance Copilot Predict",
        "price": {
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 9,
          "monthly_usd": 9,
          "headline": "Free tier, then from $9/mo",
          "summary": "Free tier, then from $9/mo. MaintainSoft offers per-user subscription pricing starting at $9/month with a 7-day free trial and no credit card required."
        },
        "observed": true
      },
      {
        "agent_id": "generative_ai_maintenance_assi",
        "name": "Generative Ai Maintenance Assi",
        "price": {
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 19,
          "monthly_usd": 19,
          "headline": "Free tier, then from $19/mo",
          "summary": "Free tier, then from $19/mo. Oxmaint offers a freemium CMMS with a free Lite tier, paid Pro ($19/user/month) and Agentic ($49/user/month) plans with AI features, and custom Enterprise pricing."
        },
        "observed": true
      },
      {
        "agent_id": "maintenance_prediction_agent_8",
        "name": "Maintenance Prediction Agent 8",
        "price": {
          "observed": false,
          "billing": "not_found",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "No public price found",
          "summary": "No public price found on the vendor site."
        },
        "observed": false
      }
    ],
    "suggested_next_calls": [
      {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "predictive-maintenance"
        },
        "purpose": "full observed price distribution + per-tier medians for this niche"
      },
      {
        "tool": "niche_report",
        "arguments": {
          "niche": "predictive-maintenance",
          "response_mode": "full"
        },
        "purpose": "the complete report incl. index series and tier decomposition"
      },
      {
        "tool": "suggest_alternatives",
        "arguments": {
          "agent_id": "agentic_maintenance_schedule_p"
        },
        "purpose": "comparable (optionally cheaper) providers to a named agent"
      },
      {
        "tool": "get_agent_profile",
        "arguments": {
          "agent_id": "agentic_maintenance_schedule_p"
        },
        "purpose": "full profile, integrations and pricing for one provider"
      }
    ]
  }
}