~ · home · manufacturing-industrial predictive-maintenance · 11

Predictive Maintenance

Query this niche via MCPmarket_report({ query: "Predictive Maintenance", response_mode: "summary" })
active marketmarket pulse 46/100commercial money present0 new builders in 30d11 listings
basis: all observed monthly plans · commercial-form-v2
Agents · median
$870/mo
2 providers · median of every priced plan point, all tiers · thin evidence
MCP servers · median
None priced — too few for a MCP servers median.

All plans — Agents vs MCPs

each dot = one provider · log scale
Agents $870
Maintainx Ai · $50
Ai Property Maintenance Assist · $870
$50
$100
$250
$500
$1,000
AgentsMCP serversshaded = middle half · line = median

All plans

2 priced
Providervs its cohort medianMonthly
Maintainx Aiagent
$50 below
Ai Property Maintenance Assistagent
$870 ~median
Position is relative to the provider's own delivery-type median at this tier — never a blended one.
What the figures on this page are. This page is Agentery's fixed-niche view of Predictive Maintenance (latest observation 2026-10-15T03:43:03.005Z). The headline medians above are computed from that data per delivery type and buyer-tier tab: on a tier tab, the median of each provider's plan at that tier; on “All”, every priced plan point across tiers pooled. Small cohorts show as “too few” rather than a median. The embedded response below is the broader fixed-niche report: its by_provider_type.*.median pools all tiers, pricing.byPersona.* is per buyer tier, and the unit cohorts (e.g. Pro flat) are per tier and billing unit — so those blocks legitimately differ from one headline figure. Over MCP today the advertised tools are market_report (a semantic neighbourhood for your query, not this fixed niche) and price_benchmark (query/task); niche_report stays callable as a legacy alias. Their cohorts are defined differently, so their numbers can differ from this page.
market_reportprice_benchmark
See the MCP response behind this pagefixed-niche report (legacy niche_report alias, full mode) — broader than the headline figure
{
  "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",
    "blended": {
      "median": 25,
      "p25": null,
      "p75": null,
      "providers": 5
    },
    "by_provider_type": {
      "agent": {
        "median": 22,
        "p25": null,
        "p75": null,
        "providers": 4,
        "publishable": true,
        "confidence": "provisional"
      },
      "mcp": {
        "median": null,
        "p25": null,
        "p75": null,
        "providers": 1,
        "publishable": false,
        "confidence": "insufficient",
        "reason": "Fewer than three comparable priced MCP servers are available."
      }
    },
    "recommended_cohort": null,
    "recommendation_reason": "Choose the cohort according to the commercial delivery type being assessed.",
    "fallback_context": null,
    "context_note": null
  },
  "crowding_level": "crowded",
  "observed_node_count": 7,
  "adjacent_niches": [
    "inventory-optimization",
    "iso-compliance-documentation",
    "production-schedule-optimization",
    "production-yield-optimization",
    "defect-detection-vision",
    "demand-forecasting"
  ],
  "market_pulse": {
    "pulse": 46,
    "drivers": [
      "enterprise money present"
    ],
    "price_move_30d_pct": 0.7,
    "money_share": 0.375,
    "entry_rate": 0,
    "alive_share": 1
  },
  "price_move": {
    "d_pct": 0,
    "w_pct": 0,
    "m_pct": 0,
    "comparable_agents": 5,
    "quarantined_agents": 0,
    "confidence": "high",
    "published": {
      "d": false,
      "w": false,
      "m": false
    },
    "held_reason": {
      "d": null,
      "w": null,
      "m": null
    },
    "driver": {
      "d": null,
      "w": null,
      "m": null
    },
    "tier_contribution": {
      "d": {
        "individual": 0,
        "pro": 0,
        "team_sme": 0,
        "enterprise": 0
      },
      "w": {
        "individual": 0,
        "pro": 0,
        "team_sme": 0,
        "enterprise": 0
      },
      "m": {
        "individual": 0,
        "pro": 0,
        "team_sme": 0,
        "enterprise": 0
      }
    },
    "tier_series": {
      "individual": [
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100
      ],
      "pro": [
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100
      ],
      "team_sme": [
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100
      ],
      "enterprise": [
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100
      ]
    },
    "tier_own_move": {
      "d": {
        "individual": 0,
        "pro": 0,
        "team_sme": 0,
        "enterprise": 0
      },
      "w": {
        "individual": 0,
        "pro": 0,
        "team_sme": 0,
        "enterprise": 0
      },
      "m": {
        "individual": 0,
        "pro": 0,
        "team_sme": 0,
        "enterprise": 0
      }
    },
    "tier_agents": {
      "individual": 2,
      "pro": 5,
      "team_sme": 1,
      "enterprise": 1
    },
    "obs_range": {
      "d": null,
      "w": null,
      "m": null
    },
    "tier_obs_range": {
      "d": {
        "individual": null,
        "pro": null,
        "team_sme": null,
        "enterprise": null
      },
      "w": {
        "individual": null,
        "pro": null,
        "team_sme": null,
        "enterprise": null
      },
      "m": {
        "individual": null,
        "pro": null,
        "team_sme": null,
        "enterprise": null
      }
    }
  },
  "pricing": {
    "sampleSize": 13,
    "observed": 8,
    "byPersona": {
      "free": {
        "n": 3,
        "nPriced": 0,
        "reliability": "none",
        "median": null,
        "p25": null,
        "p75": null,
        "min": null,
        "max": null,
        "mean": null,
        "stdev": null,
        "usageShare": 0
      },
      "individual": {
        "n": 3,
        "nPriced": 2,
        "reliability": "low",
        "median": 174.5,
        "p25": 91.75,
        "p75": 257.25,
        "min": 9,
        "max": 340,
        "mean": 174.5,
        "stdev": 234.05,
        "usageShare": 0
      },
      "pro": {
        "n": 8,
        "nPriced": 7,
        "reliability": "medium",
        "median": 29.99,
        "p25": 22,
        "p75": 62,
        "min": 19,
        "max": 870,
        "mean": 155.28,
        "stdev": 315.8,
        "usageShare": 0
      },
      "team_sme": {
        "n": 1,
        "nPriced": 1,
        "reliability": "none",
        "median": 29,
        "p25": 29,
        "p75": 29,
        "min": 29,
        "max": 29,
        "mean": 29,
        "stdev": 0,
        "usageShare": 0
      },
      "enterprise": {
        "n": 2,
        "nPriced": 1,
        "reliability": "none",
        "median": 1100,
        "p25": 1100,
        "p75": 1100,
        "min": 1100,
        "max": 1100,
        "mean": 1100,
        "stdev": 0,
        "usageShare": 0
      }
    },
    "byPersonaMonthly": {
      "free": {
        "nMonthly": 0,
        "p25": null,
        "median": null,
        "p75": null,
        "confidence": "none",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": false
      },
      "individual": {
        "nMonthly": 2,
        "p25": 91.75,
        "median": 174.5,
        "p75": 257.25,
        "confidence": "low",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": true
      },
      "pro": {
        "nMonthly": 7,
        "p25": 22,
        "median": 29.99,
        "p75": 62,
        "confidence": "medium",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": true
      },
      "team_sme": {
        "nMonthly": 1,
        "p25": null,
        "median": null,
        "p75": null,
        "confidence": "none",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": false
      },
      "enterprise": {
        "nMonthly": 1,
        "p25": null,
        "median": null,
        "p75": null,
        "confidence": "none",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": false
      }
    },
    "byTierCohorts": {
      "status": "ok",
      "cohorts": [
        {
          "tier": "pro",
          "currency": "USD",
          "period": "month",
          "unit": "flat",
          "median": 50,
          "provider_count": 3,
          "plan_observation_count": 4,
          "data_confidence": 0.24,
          "data_confidence_basis": {
            "provider_component": 0.25,
            "observation_component": 0.2,
            "provider_count": 3,
            "plan_observation_count": 4
          },
          "reliability": "low",
          "members": [
            {
              "provider": "diagnostics",
              "usd": 29.99
            },
            {
              "provider": "maintainx_ai",
              "usd": 50
            },
            {
              "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
            }
          ]
        }
      ],
      "rejected": {
        "free_or_zero": 1,
        "ambiguous_cadence": 1,
        "one_time": 1
      },
      "evidence": {
        "status": "ok",
        "single_observations": [],
        "observed_offers": [
          {
            "billing": "monthly",
            "unit": "flat",
            "count": 6,
            "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": "$29.99 / month",
                "monthly_usd": 29.99
              },
              {
                "provider": "maintainx_ai",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$25 facturados mensualmente",
                "monthly_usd": 25
              },
              {
                "provider": "maintainx_ai",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$75 facturados mensualmente",
                "monthly_usd": 75
              }
            ]
          },
          {
            "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": 6,
          "normalized_observations": 11,
          "comparable_providers": 5,
          "strict_cohorts": 2,
          "exclusion_reasons": {
            "free_or_zero": 1,
            "ambiguous_cadence": 1,
            "one_time": 1
          }
        }
      }
    },
    "quoteOnlyProvidersByTier": {
      "individual": 1,
      "pro": 0,
      "enterprise": 1,
      "team_sme": 0
    },
    "billingMix": {
      "free": 1,
      "freemium": 4,
      "contact_sales": 1,
      "subscription": 2
    },
    "freeTierShare": 0.63,
    "medianLowestUsd": 25
  },
  "movement": null,
  "index_series": {
    "series": [
      {
        "day": "2026-09-16",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-17",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-18",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-19",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-20",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-21",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-22",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-23",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-24",
        "index": 100,
        "pairs": 8,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-25",
        "index": 100,
        "pairs": 8,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-26",
        "index": 100,
        "pairs": 8,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-27",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-28",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-29",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-30",
        "index": 100,
        "pairs": 8,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-01",
        "index": 100,
        "pairs": 8,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-02",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-03",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-04",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-05",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-06",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-07",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-08",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-09",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-10",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-11",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-12",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-13",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-14",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-15",
        "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": {
        "commercial": {
          "currency": "USD",
          "lines": []
        },
        "observed": true,
        "billing": "contact_sales",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Contact sales (no public price)",
        "summary": "Contact sales (no public price). XMPro describes flexible subscription pricing based on use case and operational complexity but does not publish clear plan prices."
      },
      "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": {
        "commercial": {
          "entry_offer": {
            "line": "Starter",
            "monthly_native": 9,
            "monthly_usd": 9,
            "commitment": "monthly",
            "basis": "$9 per user/month × 1",
            "billing_verified": true
          },
          "currency": "USD",
          "lines": [
            {
              "name": "Starter",
              "price": "$9/user/month",
              "kind": "base_subscription",
              "unit": "user",
              "billed": "monthly"
            },
            {
              "name": "Standard",
              "price": "$19/user/month",
              "kind": "base_subscription",
              "unit": "user",
              "billed": "monthly"
            },
            {
              "name": "Team",
              "price": "$29/user/month",
              "kind": "base_subscription",
              "unit": "user",
              "billed": "monthly"
            }
          ]
        },
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 9,
        "monthly_usd": 9,
        "headline": "From $9/mo ($9 per user/month × 1)",
        "summary": "From $9/mo ($9 per user/month × 1). 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": {
        "commercial": {
          "entry_offer": {
            "line": "Pro",
            "monthly_native": 19,
            "monthly_usd": 19,
            "commitment": "monthly",
            "basis": "$19 per user/month × 1",
            "billing_verified": false,
            "billing_note": "the pricing page has a \"Monthly Annually (Save 2 months)\" toggle and only one state was captured; this may be the annual-billing rate, so the month-to-month price is not verified"
          },
          "currency": "USD",
          "notes": [
            "billing period unverified: the pricing page has a \"Monthly Annually (Save 2 months)\" toggle and only one state was captured; this may be the annual-billing rate, so the month-to-month price is not verified"
          ],
          "lines": [
            {
              "name": "Lite",
              "price": "Free",
              "kind": "free",
              "billed": "monthly"
            },
            {
              "name": "Pro",
              "price": "$19/user/month",
              "kind": "base_subscription",
              "unit": "user",
              "billed": "monthly"
            },
            {
              "name": "Agentic",
              "price": "$49/user/month",
              "kind": "base_subscription",
              "unit": "user",
              "billed": "monthly"
            },
            {
              "name": "Enterprise",
              "price": "Contact Sales",
              "kind": "custom"
            }
          ]
        },
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 19,
        "monthly_usd": 19,
        "headline": "Free plan; paid from $19/mo ($19 per user/month × 1) (billing period unverified: page has a Monthly/Annual toggle)",
        "summary": "Free plan; paid from $19/mo ($19 per user/month × 1) (billing period unverified: page has a Monthly/Annual toggle). 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": {
        "commercial": {
          "currency": "USD",
          "lines": [
            {
              "name": "Free tools and AI vehicle advisor",
              "price": "$0",
              "kind": "free",
              "billed": "monthly"
            },
            {
              "name": "Written second opinion",
              "price": "$49",
              "kind": "one_off",
              "billed": "one_off"
            }
          ]
        },
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Free; Written second opinion $49 (one-time)",
        "summary": "Free; Written second opinion $49 (one-time). 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 plan pricing was observable on the provided homepage or pricing page."
      },
      "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": {
        "commercial": {
          "entry_offer": {
            "line": "Starter",
            "monthly_native": 340,
            "monthly_usd": 340,
            "commitment": "monthly",
            "basis": "$340/month",
            "billing_verified": true
          },
          "currency": "USD",
          "lines": [
            {
              "name": "Starter",
              "price": "$340/mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Professional",
              "price": "$870/mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Enterprise",
              "price": "$1,100/mo",
              "kind": "base_subscription",
              "billed": "monthly"
            }
          ]
        },
        "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": {
        "commercial": {
          "entry_offer": {
            "line": "Esencial",
            "monthly_native": 25,
            "monthly_usd": 25,
            "commitment": "monthly",
            "basis": "$25/month",
            "billing_verified": true
          },
          "annual_option": {
            "line": "Esencial (annual billing)",
            "monthly_equivalent_native": 1.67,
            "total_native": 20
          },
          "currency": "USD",
          "lines": [
            {
              "name": "Básico",
              "price": "$0 por usuario/mes",
              "kind": "free",
              "billed": "monthly"
            },
            {
              "name": "Esencial",
              "price": "$25 facturados mensualmente",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Esencial (annual billing)",
              "price": "$20 por usuario al mes (anual) facturados mensualmente billed annually",
              "kind": "base_subscription",
              "billed": "annually"
            },
            {
              "name": "Premium",
              "price": "$75 facturados mensualmente",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Premium (annual billing)",
              "price": "$65 por usuario al mes (anual) facturados mensualmente billed annually",
              "kind": "base_subscription",
              "billed": "annually"
            },
            {
              "name": "Empresas",
              "price": "Precios personalizados",
              "kind": "unknown"
            }
          ]
        },
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 25,
        "monthly_usd": 25,
        "headline": "Free plan; paid from $25/mo; $1.67/mo equivalent billed annually",
        "summary": "Free plan; paid from $25/mo; $1.67/mo equivalent billed annually. MaintainX ofrece un plan gratuito permanente y planes por usuario desde $25 al mes facturados mensualmente, con tarifas anuales anunciadas de $20 y $65 por usuario al mes para Esencial y Premium."
      },
      "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": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public pricing is shown on the homepage or pricing page; visitors are directed to schedule a demo or contact the company."
      },
      "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": {
        "commercial": {
          "entry_offer": {
            "line": "Fogwing CMMS Software",
            "monthly_native": 15,
            "monthly_usd": 15,
            "commitment": "monthly",
            "basis": "$15 per user/month × 1",
            "billing_verified": true
          },
          "currency": "USD",
          "lines": [
            {
              "name": "Fogwing CMMS Software",
              "price": "$15 per user / month",
              "kind": "base_subscription",
              "unit": "user",
              "billed": "monthly"
            },
            {
              "name": "Fogwing Matrix Software",
              "price": "Contact Us for Quote",
              "kind": "custom"
            },
            {
              "name": "Fogwing Vision Software",
              "price": "Contact Us for Quote",
              "kind": "custom"
            },
            {
              "name": "Fogwing IoT Platform",
              "price": "$24 per month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Fogwing Eco Software",
              "price": "Contact Us for Quote",
              "kind": "custom"
            },
            {
              "name": "Asset Operations Management Suite",
              "price": "Contact Us for Quote",
              "kind": "custom"
            }
          ]
        },
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 15,
        "monthly_usd": 15,
        "headline": "From $15/mo ($15 per user/month × 1)",
        "summary": "From $15/mo ($15 per user/month × 1). Fogwing publicly lists CMMS pricing from $15 per user per month and IoT platform pricing from $24 per month, while other products require a quote."
      },
      "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": "flat",
          "pricing_unit_label": "flat monthly",
          "comparable_provider_count": 2,
          "reliability": "low",
          "median": null,
          "p25": null,
          "p75": null,
          "status": "observed_offers_only",
          "observed_offers": [
            50,
            870
          ]
        }
      ],
      "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": 8,
      "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": 50,
        "provider_count": 3,
        "plan_observation_count": 4,
        "data_confidence": 0.24,
        "data_confidence_basis": {
          "provider_component": 0.25,
          "observation_component": 0.2,
          "provider_count": 3,
          "plan_observation_count": 4
        },
        "reliability": "low",
        "members": [
          {
            "provider": "diagnostics",
            "usd": 29.99
          },
          {
            "provider": "maintainx_ai",
            "usd": 50
          },
          {
            "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": 8,
      "normalized_observations": 11,
      "comparable_providers": 5,
      "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": {
      "free": 1,
      "freemium": 4,
      "contact_sales": 1,
      "subscription": 2
    },
    "free_tier_share": 0.63,
    "top_providers": [
      {
        "agent_id": "agentic_maintenance_schedule_p",
        "name": "Agentic Maintenance Schedule Planning Agent",
        "price": {
          "commercial": {
            "currency": "USD",
            "lines": []
          },
          "observed": true,
          "billing": "contact_sales",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "Contact sales (no public price)",
          "summary": "Contact sales (no public price). XMPro describes flexible subscription pricing based on use case and operational complexity but does not publish clear plan prices."
        },
        "observed": true
      },
      {
        "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": {
          "commercial": {
            "entry_offer": {
              "line": "Starter",
              "monthly_native": 9,
              "monthly_usd": 9,
              "commitment": "monthly",
              "basis": "$9 per user/month × 1",
              "billing_verified": true
            },
            "currency": "USD",
            "lines": [
              {
                "name": "Starter",
                "price": "$9/user/month",
                "kind": "base_subscription",
                "unit": "user",
                "billed": "monthly"
              },
              {
                "name": "Standard",
                "price": "$19/user/month",
                "kind": "base_subscription",
                "unit": "user",
                "billed": "monthly"
              },
              {
                "name": "Team",
                "price": "$29/user/month",
                "kind": "base_subscription",
                "unit": "user",
                "billed": "monthly"
              }
            ]
          },
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 9,
          "monthly_usd": 9,
          "headline": "From $9/mo ($9 per user/month × 1)",
          "summary": "From $9/mo ($9 per user/month × 1). 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": {
          "commercial": {
            "entry_offer": {
              "line": "Pro",
              "monthly_native": 19,
              "monthly_usd": 19,
              "commitment": "monthly",
              "basis": "$19 per user/month × 1",
              "billing_verified": false,
              "billing_note": "the pricing page has a \"Monthly Annually (Save 2 months)\" toggle and only one state was captured; this may be the annual-billing rate, so the month-to-month price is not verified"
            },
            "currency": "USD",
            "notes": [
              "billing period unverified: the pricing page has a \"Monthly Annually (Save 2 months)\" toggle and only one state was captured; this may be the annual-billing rate, so the month-to-month price is not verified"
            ],
            "lines": [
              {
                "name": "Lite",
                "price": "Free",
                "kind": "free",
                "billed": "monthly"
              },
              {
                "name": "Pro",
                "price": "$19/user/month",
                "kind": "base_subscription",
                "unit": "user",
                "billed": "monthly"
              },
              {
                "name": "Agentic",
                "price": "$49/user/month",
                "kind": "base_subscription",
                "unit": "user",
                "billed": "monthly"
              },
              {
                "name": "Enterprise",
                "price": "Contact Sales",
                "kind": "custom"
              }
            ]
          },
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 19,
          "monthly_usd": 19,
          "headline": "Free plan; paid from $19/mo ($19 per user/month × 1) (billing period unverified: page has a Monthly/Annual toggle)",
          "summary": "Free plan; paid from $19/mo ($19 per user/month × 1) (billing period unverified: page has a Monthly/Annual toggle). 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"
      }
    ]
  }
}
Full market

6 providers, one sortable view

Dense enough for many listings; progressive disclosure keeps mobile usable.

Showing only providers with a published price or a free plan. $29 = lowest observed monthly · Free = free to use · Free tier = free plan + paid options.