Building Inspection

{
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  "parent_sector": "engineering-construction",
  "provider_type_pricing": {
    "slug": "building-inspection",
    "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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    },
    "recommended_cohort": null,
    "recommendation_reason": "Choose the cohort according to the commercial delivery type being assessed.",
    "fallback_context": null,
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  "crowding_level": "sparse",
  "observed_node_count": 1,
  "adjacent_niches": [
    "construction-estimating-takeoff",
    "bim-coordination",
    "subcontractor-bid-comparison",
    "quantity-surveying",
    "change-order-management",
    "ai-construction-pm"
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  "market_pulse": {
    "pulse": 50,
    "drivers": [
      "enterprise money present"
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    "price_move_30d_pct": 1.4,
    "money_share": 0.42857142857142855,
    "entry_rate": 0,
    "alive_share": 1
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  "price_move": {
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    "comparable_agents": 6,
    "quarantined_agents": 0,
    "confidence": "high",
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      "w": true,
      "m": true
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    "driver": {
      "d": null,
      "w": "inspection_express's \"Lightning\" $137→$147 (+7%)",
      "m": "inspection_express's \"Lightning\" $137→$147 (+7%)"
    },
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    "tier_own_move": {
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    "tier_agents": {
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  },
  "pricing": {
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    "observed": 7,
    "byPersona": {
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      "individual": {
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      "pro": {
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      "team_sme": {
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      "enterprise": {
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    },
    "byPersonaMonthly": {
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        "mixedBilling": false,
        "monthlyComparable": false
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      "individual": {
        "nMonthly": 2,
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        "confidence": "low",
        "usageShare": 0.33,
        "mixedBilling": true,
        "monthlyComparable": true
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      "pro": {
        "nMonthly": 8,
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        "confidence": "medium",
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      "team_sme": {
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      "enterprise": {
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    },
    "byTierCohorts": {
      "status": "ok",
      "cohorts": [
        {
          "tier": "individual",
          "currency": "USD",
          "period": "month",
          "unit": "flat",
          "median": 83,
          "provider_count": 3,
          "plan_observation_count": 3,
          "data_confidence": 0.23,
          "data_confidence_basis": {
            "provider_component": 0.25,
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            "provider_count": 3,
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          "reliability": "low",
          "members": [
            {
              "provider": "energieausweis",
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            {
              "provider": "inspection_express",
              "usd": 83
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            {
              "provider": "t2d2",
              "usd": 99
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          ]
        },
        {
          "tier": "pro",
          "currency": "USD",
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          "median": 103.05,
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          "data_confidence": 0.35,
          "data_confidence_basis": {
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          },
          "reliability": "low",
          "members": [
            {
              "provider": "inspection_express",
              "usd": 65
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            {
              "provider": "ilisting_ai",
              "usd": 87.1
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            {
              "provider": "reportwriter_ai",
              "usd": 119
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            {
              "provider": "t2d2",
              "usd": 899
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          ]
        },
        {
          "tier": "team_sme",
          "currency": "USD",
          "period": "month",
          "unit": "flat",
          "median": 199,
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          "data_confidence": 0.23,
          "data_confidence_basis": {
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            "provider_count": 3,
            "plan_observation_count": 3
          },
          "reliability": "low",
          "members": [
            {
              "provider": "inspection_express",
              "usd": 147
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            {
              "provider": "permitguard",
              "usd": 199
            },
            {
              "provider": "ilisting_ai",
              "usd": 320.26
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          ]
        }
      ],
      "rejected": {
        "usage_not_monthly": 1,
        "free_or_zero": 4,
        "ambiguous_cadence": 1
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      "evidence": {
        "status": "ok",
        "single_observations": [],
        "observed_offers": [
          {
            "billing": "monthly",
            "unit": "flat",
            "count": 15,
            "offers": [
              {
                "provider": "energieausweis",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$10/mo",
                "monthly_usd": 10
              },
              {
                "provider": "ilisting_ai",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "£65 / month",
                "monthly_usd": 87.1
              },
              {
                "provider": "ilisting_ai",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "From £239 / month",
                "monthly_usd": 320.26
              },
              {
                "provider": "inspection_express",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$83",
                "monthly_usd": 83
              },
              {
                "provider": "inspection_express",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$147",
                "monthly_usd": 147
              },
              {
                "provider": "inspection_express",
                "tier": "enterprise",
                "billing": "monthly",
                "unit": "flat",
                "price": "$212",
                "monthly_usd": 212
              },
              {
                "provider": "inspection_express",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$65",
                "monthly_usd": 65
              },
              {
                "provider": "permitguard",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$199/mo",
                "monthly_usd": 199
              },
              {
                "provider": "reportwriter_ai",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$79/month",
                "monthly_usd": 79
              },
              {
                "provider": "reportwriter_ai",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$119/month",
                "monthly_usd": 119
              },
              {
                "provider": "reportwriter_ai",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$159/month",
                "monthly_usd": 159
              },
              {
                "provider": "t2d2",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$99 /MO",
                "monthly_usd": 99
              },
              {
                "provider": "t2d2",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$499 /MO",
                "monthly_usd": 499
              },
              {
                "provider": "t2d2",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$899 /MO",
                "monthly_usd": 899
              },
              {
                "provider": "t2d2",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$1,399+ /MO",
                "monthly_usd": 1399
              }
            ]
          },
          {
            "billing": "usage",
            "unit": "flat",
            "count": 1,
            "offers": [
              {
                "provider": "ilisting_ai",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "£9 / report",
                "monthly_usd": null
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            ]
          },
          {
            "billing": "unspecified_period",
            "unit": "flat",
            "count": 1,
            "offers": [
              {
                "provider": "energieausweis",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
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            ]
          }
        ],
        "coverage": {
          "priced_providers": 6,
          "normalized_observations": 15,
          "comparable_providers": 6,
          "strict_cohorts": 3,
          "exclusion_reasons": {
            "usage_not_monthly": 1,
            "free_or_zero": 4,
            "ambiguous_cadence": 1
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        }
      }
    },
    "billingMix": {
      "subscription": 6,
      "contact_sales": 1
    },
    "freeTierShare": 0,
    "medianLowestUsd": 89
  },
  "movement": {
    "niche": "building-inspection",
    "sector": "engineering-construction",
    "pricedNow": 6,
    "pairs": 6,
    "repriced": [
      {
        "handle": "inspection_express",
        "from": 61,
        "to": 65,
        "pct": 6.6
      },
      {
        "handle": "ilisting_ai",
        "from": 87.79,
        "to": 88.09,
        "pct": 0.3
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    ],
    "newlyPriced": [],
    "droppedFromPriced": [],
    "likeForLikePct": 1.1,
    "kind": "repricing",
    "narrative": "Genuine repricing: 2 agents repriced — all up (avg +1.1%)."
  },
  "index_series": {
    "series": [
      {
        "day": "2026-07-20",
        "index": 100,
        "pairs": 3,
        "dayChangePct": 0
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      {
        "day": "2026-07-21",
        "index": 100,
        "pairs": 9,
        "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": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-26",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-27",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-28",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-29",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-30",
        "index": 100,
        "pairs": 8,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-31",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-01",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-02",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-03",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-04",
        "index": 100,
        "pairs": 9,
        "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": 10,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-12",
        "index": 100,
        "pairs": 10,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-13",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-14",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-15",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-16",
        "index": 100,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-17",
        "index": 102.02,
        "pairs": 11,
        "dayChangePct": 2.02
      },
      {
        "day": "2026-08-18",
        "index": 102.02,
        "pairs": 11,
        "dayChangePct": 0
      }
    ],
    "latest": 102.02,
    "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": "ai_assistant_information",
      "name": "Ai Assistant Information",
      "url": "https://insparisk.com/ai-info.html",
      "short_summary": "Provides building compliance inspection, testing, certification, and compliance management services for regulated building systems; Propply AI platform researc…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "Insparisk provides inspection and compliance services but does not publish pricing in the supplied information."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "energieausweis",
      "name": "energieausweis",
      "url": "https://smithery.ai/server/timur-kaan08/energieausweis",
      "short_summary": "Order official energy performance certificates (Energieausweis, § 82 GEG) for residential buildings in Germany. Order on invoice from chat; the registered cert…",
      "price": {
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 10,
        "monthly_usd": 10,
        "headline": "From $10/mo",
        "summary": "From $10/mo. Smithery offers a free Hobby tier, a $10/month Pay as You Go plan with usage-based RPC charges after included credits, and a custom contact-sales option."
      },
      "evidence_quality": "low",
      "upvotes": 0
    },
    {
      "agent_id": "ilisting_ai",
      "name": "Ilisting Ai",
      "url": "https://ilisting.ai/",
      "short_summary": "AI-powered property inspection software that generates professional inventory reports for UK letting agencies. Automates check-in, check-out, and property cond…",
      "price": {
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 88.09,
        "monthly_usd": 119.38,
        "headline": "From $88.09/mo",
        "summary": "From $88.09/mo. iListing offers usage-based Flex pricing at £9 per report, a £65 monthly Pro Clerk plan, and Team plans from £239 per month."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    },
    {
      "agent_id": "inspection_express",
      "name": "Inspection Express",
      "url": "https://ipropertyexpress.com/plans-pricing/",
      "short_summary": "Property inspection software for agencies and property managers, with AI-generated comments, voice-to-text, 360 virtual tours, remote inspections, automated re…",
      "price": {
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 65,
        "monthly_usd": 46.2,
        "headline": "From $65/mo",
        "summary": "From $65/mo. Public pricing lists Basic at $83/month, Lightning at $147/month, Enterprise at $212/month, and a Paperless Office add-on at $65/month, with unit costs shown exGST."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    },
    {
      "agent_id": "permitguard",
      "name": "Permitguard",
      "url": "https://permitguard.ai/",
      "short_summary": "AI-powered construction plan review system that automatically checks 500+ building code requirements across IBC, IRC, NEC, NFPA, ADA and 12 code families. Uses…",
      "price": {
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 199,
        "monthly_usd": 199,
        "headline": "From $199/mo",
        "summary": "From $199/mo. PermitGuard publicly lists a subscription starting at $199 per month for automated compliance analysis."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    },
    {
      "agent_id": "reportwriter_ai",
      "name": "Reportwriter Ai",
      "url": "https://reportwriter.ai/home-inspection-software-pricing/",
      "short_summary": "AI-powered reporting software for home inspectors. Generates inspection narratives, repair recommendations, and pricing context from photos and notes during in…",
      "price": {
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 79,
        "monthly_usd": 79,
        "headline": "From $79/mo",
        "summary": "From $79/mo. ReportWriter AI offers three monthly subscription plans from $79/month, with additional per-inspection and additional-inspector charges."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    },
    {
      "agent_id": "snapinspect",
      "name": "Snapinspect",
      "url": "https://snapinspect.com/ai-property-inspection-software",
      "short_summary": "AI-powered property inspection and maintenance software for property managers. It generates inspection reports, captures voice notes, answers portfolio questio…",
      "price": {
        "observed": true,
        "billing": "contact_sales",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Contact sales (no public price)",
        "summary": "SnapInspect presents Essential, Premium, and Enterprise plans, but public pricing is not shown and buyers are directed to book a demo or request a custom quote."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    },
    {
      "agent_id": "t2d2",
      "name": "T2d2",
      "url": "https://t2d2.ai/buildings",
      "short_summary": "AI-powered building inspection software for owners, operators, engineers, architects, and drone pilots. Analyzes inspection imagery to detect building damage,…",
      "price": {
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 99,
        "monthly_usd": 99,
        "headline": "From $99/mo",
        "summary": "From $99/mo. T2D2 offers four monthly subscription tiers from $99/month for Starter 5GB to $1,399+/month for Expert 100GB+."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    },
    {
      "agent_id": "voiceinspect",
      "name": "Voiceinspect",
      "url": "https://voiceinspect.ai/case-studies/building-inspections-and-forms",
      "short_summary": "Voice-powered AI agent for building inspections that transcribes spoken observations, auto-fills forms, and provides real-time prompts to ensure thorough asses…",
      "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 supplied VoiceInspect.ai case study page."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    }
  ],
  "platforms_also_here": [],
  "page_url": "https://agentery.com/market/building-inspection",
  "summary": {
    "niche": "building-inspection",
    "sector": "engineering-construction",
    "pricing_by_provider_type": {
      "headline": "Prices differ by provider type and buyer tier — no blended headline is used. Strongest cohort: Agents · Pro median $103/mo (4 providers). See benchmarks_by_provider_type_and_tier for the full matrix.",
      "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": 4,
          "reliability": "low",
          "median": 103.05,
          "p25": null,
          "p75": null,
          "status": "median_only"
        },
        {
          "provider_type": "agent",
          "provider_type_label": "Agents",
          "buyer_tier": "team_sme",
          "buyer_tier_label": "Team / SME",
          "pricing_unit": "flat",
          "pricing_unit_label": "flat monthly",
          "comparable_provider_count": 3,
          "reliability": "low",
          "median": 199,
          "p25": null,
          "p75": null,
          "status": "median_only"
        },
        {
          "provider_type": "agent",
          "provider_type_label": "Agents",
          "buyer_tier": "individual",
          "buyer_tier_label": "Individual",
          "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": [
            83,
            99
          ]
        }
      ],
      "warnings": [
        "This niche currently has sufficient agent pricing but insufficient MCP pricing."
      ],
      "full_pricing_via": {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "building-inspection"
        },
        "note": "add provider_type + buyer_tier for a specific cohort"
      }
    },
    "page_url": "https://agentery.com/market/building-inspection",
    "counts": {
      "listings_with_price_capture": 9,
      "listings_with_observed_public_price": 7,
      "providers_with_numeric_monthly_price_latest_scan": 6,
      "like_for_like_comparable_pairs": 6
    },
    "movement": {
      "d": {
        "published": false,
        "value_pct": null,
        "held_reason": null
      },
      "w": {
        "published": true,
        "value_pct": 2,
        "driver": "inspection_express's \"Lightning\" $137→$147 (+7%)"
      },
      "m": {
        "published": true,
        "value_pct": 2,
        "driver": "inspection_express's \"Lightning\" $137→$147 (+7%)"
      }
    },
    "pricing_version": "cohorts-1",
    "pricing_status": "ok",
    "pricing_by_tier": [
      {
        "tier": "individual",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 83,
        "provider_count": 3,
        "plan_observation_count": 3,
        "data_confidence": 0.23,
        "data_confidence_basis": {
          "provider_component": 0.25,
          "observation_component": 0.15,
          "provider_count": 3,
          "plan_observation_count": 3
        },
        "reliability": "low",
        "members": [
          {
            "provider": "energieausweis",
            "usd": 10
          },
          {
            "provider": "inspection_express",
            "usd": 83
          },
          {
            "provider": "t2d2",
            "usd": 99
          }
        ]
      },
      {
        "tier": "pro",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 103.05,
        "provider_count": 4,
        "plan_observation_count": 8,
        "data_confidence": 0.35,
        "data_confidence_basis": {
          "provider_component": 0.33,
          "observation_component": 0.4,
          "provider_count": 4,
          "plan_observation_count": 8
        },
        "reliability": "low",
        "members": [
          {
            "provider": "inspection_express",
            "usd": 65
          },
          {
            "provider": "ilisting_ai",
            "usd": 87.1
          },
          {
            "provider": "reportwriter_ai",
            "usd": 119
          },
          {
            "provider": "t2d2",
            "usd": 899
          }
        ]
      },
      {
        "tier": "team_sme",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 199,
        "provider_count": 3,
        "plan_observation_count": 3,
        "data_confidence": 0.23,
        "data_confidence_basis": {
          "provider_component": 0.25,
          "observation_component": 0.15,
          "provider_count": 3,
          "plan_observation_count": 3
        },
        "reliability": "low",
        "members": [
          {
            "provider": "inspection_express",
            "usd": 147
          },
          {
            "provider": "permitguard",
            "usd": 199
          },
          {
            "provider": "ilisting_ai",
            "usd": 320.26
          }
        ]
      }
    ],
    "pricing_coverage": {
      "listings_with_price_capture": 9,
      "listings_with_observed_public_price": 7,
      "normalized_observations": 15,
      "comparable_providers": 6,
      "strict_cohorts": 3,
      "exclusion_reasons": {
        "usage_not_monthly": 1,
        "free_or_zero": 4,
        "ambiguous_cadence": 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": {
      "usage_not_monthly": 1,
      "free_or_zero": 4,
      "ambiguous_cadence": 1
    },
    "billing_mix": {
      "subscription": 6,
      "contact_sales": 1
    },
    "free_tier_share": 0,
    "top_providers": [
      {
        "agent_id": "ai_assistant_information",
        "name": "Ai Assistant Information",
        "price": {
          "observed": false,
          "billing": "not_found",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "No public price found",
          "summary": "Insparisk provides inspection and compliance services but does not publish pricing in the supplied information."
        },
        "observed": false
      },
      {
        "agent_id": "energieausweis",
        "name": "energieausweis",
        "price": {
          "observed": true,
          "billing": "subscription",
          "lowest_monthly_usd": 10,
          "monthly_usd": 10,
          "headline": "From $10/mo",
          "summary": "From $10/mo. Smithery offers a free Hobby tier, a $10/month Pay as You Go plan with usage-based RPC charges after included credits, and a custom contact-sales option."
        },
        "observed": true
      },
      {
        "agent_id": "ilisting_ai",
        "name": "Ilisting Ai",
        "price": {
          "observed": true,
          "billing": "subscription",
          "lowest_monthly_usd": 88.09,
          "monthly_usd": 119.38,
          "headline": "From $88.09/mo",
          "summary": "From $88.09/mo. iListing offers usage-based Flex pricing at £9 per report, a £65 monthly Pro Clerk plan, and Team plans from £239 per month."
        },
        "observed": true
      },
      {
        "agent_id": "inspection_express",
        "name": "Inspection Express",
        "price": {
          "observed": true,
          "billing": "subscription",
          "lowest_monthly_usd": 65,
          "monthly_usd": 46.2,
          "headline": "From $65/mo",
          "summary": "From $65/mo. Public pricing lists Basic at $83/month, Lightning at $147/month, Enterprise at $212/month, and a Paperless Office add-on at $65/month, with unit costs shown exGST."
        },
        "observed": true
      },
      {
        "agent_id": "permitguard",
        "name": "Permitguard",
        "price": {
          "observed": true,
          "billing": "subscription",
          "lowest_monthly_usd": 199,
          "monthly_usd": 199,
          "headline": "From $199/mo",
          "summary": "From $199/mo. PermitGuard publicly lists a subscription starting at $199 per month for automated compliance analysis."
        },
        "observed": true
      }
    ],
    "suggested_next_calls": [
      {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "building-inspection"
        },
        "purpose": "full observed price distribution + per-tier medians for this niche"
      },
      {
        "tool": "niche_report",
        "arguments": {
          "niche": "building-inspection",
          "response_mode": "full"
        },
        "purpose": "the complete report incl. index series and tier decomposition"
      },
      {
        "tool": "suggest_alternatives",
        "arguments": {
          "agent_id": "ai_assistant_information"
        },
        "purpose": "comparable (optionally cheaper) providers to a named agent"
      },
      {
        "tool": "get_agent_profile",
        "arguments": {
          "agent_id": "ai_assistant_information"
        },
        "purpose": "full profile, integrations and pricing for one provider"
      }
    ]
  }
}