AI Construction Pm

{
  "niche": "ai-construction-pm",
  "parent_sector": "engineering-construction",
  "provider_type_pricing": {
    "slug": "ai-construction-pm",
    "pricing_basis": "lowest_observed_monthly_usd",
    "provider_type_methodology": "commercial-form-v2",
    "provider_type_methodology_published_at": "2026-07-31",
    "blended": {
      "median": 70.79,
      "p25": null,
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      "providers": 6
    },
    "by_provider_type": {
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        "median": 83.33,
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        "publishable": true,
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      },
      "mcp": {
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        "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,
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  },
  "crowding_level": "empty",
  "observed_node_count": 0,
  "adjacent_niches": [
    "construction-estimating-takeoff",
    "bim-coordination",
    "subcontractor-bid-comparison",
    "quantity-surveying",
    "change-order-management",
    "building-inspection"
  ],
  "market_pulse": {
    "pulse": 51,
    "drivers": [
      "enterprise money present",
      "1 new builder in 30d"
    ],
    "price_move_30d_pct": 0.2,
    "money_share": 0.5,
    "entry_rate": 0.0625,
    "alive_share": 1
  },
  "price_move": {
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    "comparable_agents": 6,
    "quarantined_agents": 0,
    "confidence": "high",
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      "w": false,
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    },
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    },
    "tier_own_move": {
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      "m": {
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    },
    "tier_agents": {
      "individual": 3,
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      "team_sme": 4,
      "enterprise": 0
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    "obs_range": {
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    "tier_obs_range": {
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    }
  },
  "pricing": {
    "sampleSize": 11,
    "observed": 8,
    "byPersona": {
      "free": {
        "n": 3,
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        "median": null,
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      },
      "individual": {
        "n": 4,
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        "stdev": 66.05,
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      },
      "pro": {
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        "min": 19.92,
        "max": 599,
        "mean": 270.05,
        "stdev": 261.11,
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      },
      "team_sme": {
        "n": 4,
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        "stdev": 172.29,
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      },
      "enterprise": {
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    },
    "byPersonaMonthly": {
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        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": false
      },
      "individual": {
        "nMonthly": 4,
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        "confidence": "low",
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        "monthlyComparable": true
      },
      "pro": {
        "nMonthly": 5,
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        "confidence": "medium",
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      },
      "team_sme": {
        "nMonthly": 4,
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        "confidence": "low",
        "usageShare": 0,
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        "monthlyComparable": true
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      "enterprise": {
        "nMonthly": 0,
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        "confidence": "none",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": false
      }
    },
    "byTierCohorts": {
      "status": "ok",
      "cohorts": [
        {
          "tier": "individual",
          "currency": "USD",
          "period": "month",
          "unit": "flat",
          "median": 84,
          "provider_count": 4,
          "plan_observation_count": 4,
          "data_confidence": 0.31,
          "data_confidence_basis": {
            "provider_component": 0.33,
            "observation_component": 0.2,
            "provider_count": 4,
            "plan_observation_count": 4
          },
          "reliability": "low",
          "members": [
            {
              "provider": "construction_assistant",
              "usd": 11.06
            },
            {
              "provider": "in_project_ai",
              "usd": 49
            },
            {
              "provider": "handoff_ai",
              "usd": 119
            },
            {
              "provider": "cornerstone_pm",
              "usd": 149
            }
          ]
        },
        {
          "tier": "pro",
          "currency": "USD",
          "period": "month",
          "unit": "flat",
          "median": 239,
          "provider_count": 3,
          "plan_observation_count": 4,
          "data_confidence": 0.24,
          "data_confidence_basis": {
            "provider_component": 0.25,
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            "plan_observation_count": 4
          },
          "reliability": "low",
          "members": [
            {
              "provider": "in_project_ai",
              "usd": 149
            },
            {
              "provider": "handoff_ai",
              "usd": 239
            },
            {
              "provider": "cornerstone_pm",
              "usd": 549
            }
          ]
        },
        {
          "tier": "team_sme",
          "currency": "USD",
          "period": "month",
          "unit": "flat",
          "median": 349,
          "provider_count": 4,
          "plan_observation_count": 4,
          "data_confidence": 0.31,
          "data_confidence_basis": {
            "provider_component": 0.33,
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            "provider_count": 4,
            "plan_observation_count": 4
          },
          "reliability": "low",
          "members": [
            {
              "provider": "the_construction_standard",
              "usd": 58.25
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            {
              "provider": "cornerstone_pm",
              "usd": 299
            },
            {
              "provider": "in_project_ai",
              "usd": 399
            },
            {
              "provider": "handoff_ai",
              "usd": 719
            }
          ]
        }
      ],
      "rejected": {
        "ambiguous_cadence": 3,
        "one_time": 3
      },
      "evidence": {
        "status": "ok",
        "single_observations": [],
        "observed_offers": [
          {
            "billing": "monthly",
            "unit": "flat",
            "count": 12,
            "offers": [
              {
                "provider": "construction_assistant",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "£99 for 12 months",
                "monthly_usd": 11.06
              },
              {
                "provider": "cornerstone_pm",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$149/mo",
                "monthly_usd": 149
              },
              {
                "provider": "cornerstone_pm",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$299/mo",
                "monthly_usd": 299
              },
              {
                "provider": "cornerstone_pm",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$499/mo",
                "monthly_usd": 499
              },
              {
                "provider": "cornerstone_pm",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$599/mo",
                "monthly_usd": 599
              },
              {
                "provider": "handoff_ai",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$119/month, billed annually",
                "monthly_usd": 119
              },
              {
                "provider": "handoff_ai",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$239/month, billed annually",
                "monthly_usd": 239
              },
              {
                "provider": "handoff_ai",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$719/month, billed annually",
                "monthly_usd": 719
              },
              {
                "provider": "in_project_ai",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$49/mo",
                "monthly_usd": 49
              },
              {
                "provider": "in_project_ai",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$149/mo",
                "monthly_usd": 149
              },
              {
                "provider": "in_project_ai",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$399/mo",
                "monthly_usd": 399
              },
              {
                "provider": "the_construction_standard",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$699 / yr.",
                "monthly_usd": 58.25
              }
            ]
          },
          {
            "billing": "monthly",
            "unit": "per_user",
            "count": 1,
            "offers": [
              {
                "provider": "rdash_ai",
                "tier": "pro",
                "billing": "monthly",
                "unit": "per_user",
                "price": "$1,000 per user per year, annual advance.",
                "monthly_usd": 83.33
              }
            ]
          },
          {
            "billing": "one_time",
            "unit": "flat",
            "count": 3,
            "offers": [
              {
                "provider": "cpp_cpm_engine",
                "tier": "enterprise",
                "billing": "one_time",
                "unit": "flat",
                "price": "$5,000 – $8,500",
                "monthly_usd": null
              },
              {
                "provider": "cpp_cpm_engine",
                "tier": "enterprise",
                "billing": "one_time",
                "unit": "flat",
                "price": "$15,000 – $45,000",
                "monthly_usd": null
              },
              {
                "provider": "cpp_cpm_engine",
                "tier": "enterprise",
                "billing": "one_time",
                "unit": "flat",
                "price": "$45,000 – $80,000",
                "monthly_usd": null
              }
            ]
          },
          {
            "billing": "unspecified_period",
            "unit": "flat",
            "count": 3,
            "offers": [
              {
                "provider": "handoff_ai",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us for pricing",
                "monthly_usd": null
              },
              {
                "provider": "in_project_ai",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "rdash_ai",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom quotation based on number of users and construction volume.",
                "monthly_usd": null
              }
            ]
          }
        ],
        "coverage": {
          "priced_providers": 7,
          "normalized_observations": 13,
          "comparable_providers": 6,
          "strict_cohorts": 3,
          "exclusion_reasons": {
            "ambiguous_cadence": 3,
            "one_time": 3
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        }
      }
    },
    "billingMix": {
      "subscription": 4,
      "freemium": 1,
      "free": 1,
      "one-time": 2
    },
    "freeTierShare": 0.25,
    "medianLowestUsd": 70.79
  },
  "movement": {
    "niche": "ai-construction-pm",
    "sector": "engineering-construction",
    "pricedNow": 6,
    "pairs": 6,
    "repriced": [
      {
        "handle": "construction_assistant",
        "from": 11.13,
        "to": 11.17,
        "pct": 0.4
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    ],
    "newlyPriced": [],
    "droppedFromPriced": [],
    "likeForLikePct": 0.1,
    "kind": "repricing",
    "narrative": "Genuine repricing: 1 agent repriced — all up (avg +0.1%)."
  },
  "index_series": {
    "series": [
      {
        "day": "2026-07-19",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "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": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-25",
        "index": 100,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-26",
        "index": 100,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-27",
        "index": 100,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-28",
        "index": 100,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-29",
        "index": 100,
        "pairs": 10,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-30",
        "index": 100,
        "pairs": 10,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-31",
        "index": 100,
        "pairs": 10,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-01",
        "index": 100,
        "pairs": 10,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-02",
        "index": 100,
        "pairs": 10,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-03",
        "index": 100,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-04",
        "index": 100,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-05",
        "index": 100,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-06",
        "index": 100,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-07",
        "index": 100,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-08",
        "index": 100,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-09",
        "index": 100,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-10",
        "index": 100,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-11",
        "index": 100,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-12",
        "index": 100,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-13",
        "index": 100,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-14",
        "index": 100,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-15",
        "index": 100,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-16",
        "index": 100,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-17",
        "index": 100,
        "pairs": 11,
        "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": "cpp_cpm_engine",
      "name": "Critical Path Partners forensic scheduling MCP",
      "url": "https://criticalpathpartners.ca/",
      "short_summary": "forensic schedule analysis and delay claim preparation for construction projects",
      "price": {
        "observed": true,
        "billing": "one-time",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Paid (price not published)",
        "summary": "Critical Path Partners publishes CAD fixed-fee pricing from $5,000 for a Preliminary Assessment to $80,000 for an EOT Claim Submission Package, alongside free claim-check and schedule-report options."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "hcss_copilot",
      "name": "Hcss Copilot",
      "url": "https://hcss.com/products/ai-for-construction",
      "short_summary": "Provides natural language AI assistance for civil construction, answering project-related questions and retrieving information to increase productivity and str…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public pricing is shown for HCSS Copilot; prospective buyers are directed to request a demo or contact HCSS."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "the_construction_standard",
      "name": "The Construction Standard",
      "url": "https://theconstructionstandard.com",
      "short_summary": "provides access to CSI construction classification standards (MasterFormat, UniFormat, OmniClass) for project teams",
      "price": {
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 58.25,
        "monthly_usd": 58.25,
        "headline": "From $58.25/mo",
        "summary": "From $58.25/mo. The Company License provides organization-wide access to CSI Dynamic Standards for $699 per year, with CSI member savings shown after login."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "ai_construction_copilot",
      "name": "Ai Construction Copilot",
      "url": "https://aiconstructioncopilot.com/",
      "short_summary": "AI-powered suite of 50+ tools specifically designed for construction industry professionals. Creates emails, documents, marketing content, cash flow forecasts,…",
      "price": {
        "observed": false,
        "billing": "unknown",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "The homepage advertises AI Construction CoPilot for $20 with a 7-day free trial, but does not specify the billing period."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    },
    {
      "agent_id": "construction_assistant",
      "name": "Construction Assistant",
      "url": "https://constructionassistant.ai/",
      "short_summary": "Custom AI assistants built specifically for construction professionals including architects, project managers, and quantity surveyors. Features specialized pro…",
      "price": {
        "observed": true,
        "billing": "one-time",
        "lowest_monthly_usd": 11.17,
        "monthly_usd": 15.13,
        "headline": "From $11.17/mo",
        "summary": "From $11.17/mo. Each construction-focused GPT is sold separately for £99, providing 12 months of access with no subscription or auto-renewal."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    },
    {
      "agent_id": "cornerstone_pm",
      "name": "Cornerstone Pm",
      "url": "https://cornerstonepm.ai/api-access",
      "short_summary": "AI-native construction management platform with a built-in MCP server, REST API, and webhooks for connecting custom or third-party agents to bidding, vendor co…",
      "price": {
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 149,
        "monthly_usd": 149,
        "headline": "From $149/mo",
        "summary": "From $149/mo. Cornerstone offers four monthly subscription plans from $149/mo to $599/mo, with higher tiers adding broader construction workflows, AI features, API access, and user capacity."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    },
    {
      "agent_id": "handoff_ai",
      "name": "Handoff Ai",
      "url": "https://handoff.ai/official-information-about-handoff",
      "short_summary": "AI-native construction management and estimating platform for residential contractors. Handles CRM, project management, scheduling, estimating, and financial m…",
      "price": {
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 119,
        "monthly_usd": 119,
        "headline": "From $119/mo",
        "summary": "From $119/mo. Handoff offers three subscription tiers from $119 per month billed annually, plus an enterprise plan with contact-based pricing and a 7-day free trial."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    },
    {
      "agent_id": "in_project_ai",
      "name": "In Project Ai",
      "url": "https://inprojectmanagement.com/pricing",
      "short_summary": "AI-powered project controls for construction teams. Analyzes schedules, budgets, RFIs, submittals, daily reports, change orders, and project documents to produ…",
      "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. In Project AI offers a permanent free tier and paid monthly plans from $49 to $399, with custom enterprise engagements available."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    },
    {
      "agent_id": "klutch_ai",
      "name": "Klutch Ai",
      "url": "https://klutch.ai/",
      "short_summary": "AI-powered construction management platform with specialized agents for document search, permit review, jobsite updates, bid leveling, warranty support, and fi…",
      "price": {
        "observed": true,
        "billing": "free",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Free",
        "summary": "The homepage includes a structured $0 offer, but does not provide clear plan names or billing periods."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    },
    {
      "agent_id": "p6_schedule_analyzer",
      "name": "P6 Schedule Analyzer",
      "url": "https://p6.bouch.dev",
      "short_summary": "AI-powered Primavera P6 schedule analysis tool. Upload XER files, run DCMA health checks, compare baselines, track project delays, and simulate what-if scenari…",
      "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": "datainsta_real_estate",
      "name": "Datainsta Real Estate",
      "url": "https://datainsta.com/real-estate-construction",
      "short_summary": "AI agent platform and services for real estate and construction. Offers lead qualification, property valuation, document processing, project scheduling, client…",
      "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": "vertical-ai-agent-platform",
      "also_covers": true,
      "upvotes": 0
    }
  ],
  "page_url": "https://agentery.com/market/ai-construction-pm",
  "summary": {
    "niche": "ai-construction-pm",
    "sector": "engineering-construction",
    "pricing_by_provider_type": {
      "headline": "Prices differ by provider type and buyer tier — no blended headline is used. Strongest cohort: Agents · Individual median $84/mo (4 providers). See benchmarks_by_provider_type_and_tier for the full matrix.",
      "benchmarks": [
        {
          "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": 4,
          "reliability": "low",
          "median": 84,
          "p25": null,
          "p75": null,
          "status": "median_only"
        },
        {
          "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": 3,
          "reliability": "low",
          "median": 239,
          "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": 399,
          "p25": null,
          "p75": null,
          "status": "median_only"
        }
      ],
      "warnings": [
        "This niche currently has sufficient agent pricing but insufficient MCP pricing."
      ],
      "full_pricing_via": {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "ai-construction-pm"
        },
        "note": "add provider_type + buyer_tier for a specific cohort"
      }
    },
    "page_url": "https://agentery.com/market/ai-construction-pm",
    "counts": {
      "listings_with_price_capture": 11,
      "listings_with_observed_public_price": 8,
      "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": 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": "individual",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 84,
        "provider_count": 4,
        "plan_observation_count": 4,
        "data_confidence": 0.31,
        "data_confidence_basis": {
          "provider_component": 0.33,
          "observation_component": 0.2,
          "provider_count": 4,
          "plan_observation_count": 4
        },
        "reliability": "low",
        "members": [
          {
            "provider": "construction_assistant",
            "usd": 11.06
          },
          {
            "provider": "in_project_ai",
            "usd": 49
          },
          {
            "provider": "handoff_ai",
            "usd": 119
          },
          {
            "provider": "cornerstone_pm",
            "usd": 149
          }
        ]
      },
      {
        "tier": "pro",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 239,
        "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": "in_project_ai",
            "usd": 149
          },
          {
            "provider": "handoff_ai",
            "usd": 239
          },
          {
            "provider": "cornerstone_pm",
            "usd": 549
          }
        ]
      },
      {
        "tier": "team_sme",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 349,
        "provider_count": 4,
        "plan_observation_count": 4,
        "data_confidence": 0.31,
        "data_confidence_basis": {
          "provider_component": 0.33,
          "observation_component": 0.2,
          "provider_count": 4,
          "plan_observation_count": 4
        },
        "reliability": "low",
        "members": [
          {
            "provider": "the_construction_standard",
            "usd": 58.25
          },
          {
            "provider": "cornerstone_pm",
            "usd": 299
          },
          {
            "provider": "in_project_ai",
            "usd": 399
          },
          {
            "provider": "handoff_ai",
            "usd": 719
          }
        ]
      }
    ],
    "pricing_coverage": {
      "listings_with_price_capture": 11,
      "listings_with_observed_public_price": 8,
      "normalized_observations": 13,
      "comparable_providers": 6,
      "strict_cohorts": 3,
      "exclusion_reasons": {
        "ambiguous_cadence": 3,
        "one_time": 3
      }
    },
    "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": {
      "ambiguous_cadence": 3,
      "one_time": 3
    },
    "billing_mix": {
      "subscription": 4,
      "freemium": 1,
      "free": 1,
      "one-time": 2
    },
    "free_tier_share": 0.25,
    "top_providers": [
      {
        "agent_id": "cpp_cpm_engine",
        "name": "Critical Path Partners forensic scheduling MCP",
        "price": {
          "observed": true,
          "billing": "one-time",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "Paid (price not published)",
          "summary": "Critical Path Partners publishes CAD fixed-fee pricing from $5,000 for a Preliminary Assessment to $80,000 for an EOT Claim Submission Package, alongside free claim-check and schedule-report options."
        },
        "observed": true
      },
      {
        "agent_id": "hcss_copilot",
        "name": "Hcss Copilot",
        "price": {
          "observed": false,
          "billing": "not_found",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "No public price found",
          "summary": "No public pricing is shown for HCSS Copilot; prospective buyers are directed to request a demo or contact HCSS."
        },
        "observed": false
      },
      {
        "agent_id": "the_construction_standard",
        "name": "The Construction Standard",
        "price": {
          "observed": true,
          "billing": "subscription",
          "lowest_monthly_usd": 58.25,
          "monthly_usd": 58.25,
          "headline": "From $58.25/mo",
          "summary": "From $58.25/mo. The Company License provides organization-wide access to CSI Dynamic Standards for $699 per year, with CSI member savings shown after login."
        },
        "observed": true
      },
      {
        "agent_id": "ai_construction_copilot",
        "name": "Ai Construction Copilot",
        "price": {
          "observed": false,
          "billing": "unknown",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "No public price found",
          "summary": "The homepage advertises AI Construction CoPilot for $20 with a 7-day free trial, but does not specify the billing period."
        },
        "observed": false
      },
      {
        "agent_id": "construction_assistant",
        "name": "Construction Assistant",
        "price": {
          "observed": true,
          "billing": "one-time",
          "lowest_monthly_usd": 11.17,
          "monthly_usd": 15.13,
          "headline": "From $11.17/mo",
          "summary": "From $11.17/mo. Each construction-focused GPT is sold separately for £99, providing 12 months of access with no subscription or auto-renewal."
        },
        "observed": true
      }
    ],
    "suggested_next_calls": [
      {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "ai-construction-pm"
        },
        "purpose": "full observed price distribution + per-tier medians for this niche"
      },
      {
        "tool": "niche_report",
        "arguments": {
          "niche": "ai-construction-pm",
          "response_mode": "full"
        },
        "purpose": "the complete report incl. index series and tier decomposition"
      },
      {
        "tool": "suggest_alternatives",
        "arguments": {
          "agent_id": "cpp_cpm_engine"
        },
        "purpose": "comparable (optionally cheaper) providers to a named agent"
      },
      {
        "tool": "get_agent_profile",
        "arguments": {
          "agent_id": "cpp_cpm_engine"
        },
        "purpose": "full profile, integrations and pricing for one provider"
      }
    ]
  }
}