AI Property Search

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    "provider_type_methodology_published_at": "2026-07-31",
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        "day": "2026-07-24",
        "index": 103.312,
        "pairs": 13,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-25",
        "index": 103.312,
        "pairs": 13,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-26",
        "index": 103.312,
        "pairs": 13,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-27",
        "index": 103.312,
        "pairs": 13,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-28",
        "index": 103.312,
        "pairs": 13,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-29",
        "index": 103.312,
        "pairs": 13,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-30",
        "index": 103.312,
        "pairs": 13,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-31",
        "index": 103.312,
        "pairs": 13,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-01",
        "index": 103.312,
        "pairs": 13,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-02",
        "index": 103.312,
        "pairs": 13,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-03",
        "index": 103.312,
        "pairs": 13,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-04",
        "index": 103.312,
        "pairs": 13,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-05",
        "index": 103.312,
        "pairs": 15,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-06",
        "index": 103.312,
        "pairs": 15,
        "dayChangePct": 0
      }
    ],
    "latest": 103.312,
    "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": "evlek",
      "name": "Evlek",
      "url": "https://evlek.app/mcp",
      "short_summary": "provides AI agents with live Northern Cyprus property data through MCP server",
      "price": {
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 249,
        "monthly_usd": 5.23,
        "headline": "From $249/mo",
        "summary": "From $249/mo. Evlek publicly lists three monthly Solo subscription plans from 249 TL/month to 999 TL/month, with listing quotas and monthly AI credits."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "kleinanzeigen",
      "name": "Kleinanzeigen",
      "url": "https://beatanalytics.org/kleinanzeigen",
      "short_summary": "Search and retrieve listings from Kleinanzeigen classifieds platform",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 19,
        "monthly_usd": 19,
        "headline": "Free tier, then from $19/mo",
        "summary": "Free tier, then from $19/mo. The service offers a free plan with 100 calls per month and paid monthly plans from $19 to $129."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "landlens",
      "name": "Landlens",
      "url": "https://landlens.co.uk",
      "short_summary": "screens UK property sites for planning constraints, flood risk, EPC data, planning history and provides planning intelligence",
      "price": {
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 65.95,
        "monthly_usd": 88.76,
        "headline": "From $65.95/mo",
        "summary": "From $65.95/mo. LandLens offers Solo at £49/month, Professional at £99/month, custom Enterprise pricing, and several one-off or usage-priced services."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "liveability_mcp",
      "name": "liveability-mcp",
      "url": "https://liveability.jp/",
      "short_summary": "evaluates liveability scores for Japanese addresses across 6 categories: shopping, medical, transit, education, nature, and safety",
      "price": {
        "observed": true,
        "billing": "free",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Free",
        "summary": "The service is publicly released and presented as free, with no paid plans or numeric pricing shown."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "nyc_property_venue",
      "name": "NYC Property & Venue Intelligence API",
      "url": "https://nycapi.app",
      "short_summary": "provides NYC property, building, and venue intelligence data through API endpoints",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 29,
        "monthly_usd": 29,
        "headline": "Free tier, then from $29/mo",
        "summary": "Free tier, then from $29/mo. nycapi.app offers a non-renewing free tier with 50 credits and monthly plans from $29 to $249, plus custom volume pricing."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "propcontext",
      "name": "PropContext",
      "url": " https://homepins.in",
      "short_summary": "Live access to 2,700+ RERA-verified apartment projects in Bangalore. Search by builder, locality, BHK, price, possession date, or commute distance to IT hubs.…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public subscription or usage pricing was observed on the homepage."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "skipshit",
      "name": "Skipshit",
      "url": "https://skipshit.com/",
      "short_summary": "investigation-grade people and property searches",
      "price": {
        "observed": true,
        "billing": "one-time",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Paid (price not published)",
        "summary": "The service sells non-expiring search credits in one-time packs ranging from $25 for 25 searches to $625 for 2,500 searches."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "boomi_marketplace",
      "name": "Boomi Marketplace",
      "url": "https://marketplace.boomi.com/solutions/ai-agent-property-search",
      "short_summary": "interprets natural language property queries, extracts search criteria, and delivers curated real estate listings",
      "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": "catastro_mcp",
      "name": "Catastro",
      "url": "https://prediohq.com",
      "short_summary": "Resolve and enrich any Spanish property as clean, versioned JSON — look up by referencia catastral, by coordinates (lat/lon), or by address; returns class, use…",
      "price": {
        "observed": true,
        "billing": "usage",
        "lowest_monthly_usd": 5.76,
        "monthly_usd": 6.64,
        "headline": "From $5.76/mo",
        "summary": "From $5.76/mo. Predio offers a 250-credit monthly free tier and prepaid EUR credit packs priced from 5€ to 99€, with usage charged per successful API response."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "city24_city24_lv_real_estate",
      "name": "City24.lv - Real Estate marketplace",
      "url": "https://www.city24.lv",
      "short_summary": "provides real estate data and property listings search",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "The homepage displays real-estate listing prices and per-square-meter amounts, but no SaaS or agent subscription pricing."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    }
  ],
  "platforms_also_here": [],
  "page_url": "https://agentery.com/market/ai-property-search",
  "summary": {
    "niche": "ai-property-search",
    "sector": "real-estate",
    "pricing_by_provider_type": {
      "headline": "Prices differ by provider type and buyer tier — no blended headline is used. Strongest cohort: MCP servers · Individual median $24/mo (6 providers). See benchmarks_by_provider_type_and_tier for the full matrix.",
      "benchmarks": [
        {
          "provider_type": "mcp",
          "provider_type_label": "MCP servers",
          "buyer_tier": "individual",
          "buyer_tier_label": "Individual",
          "pricing_unit": "flat",
          "pricing_unit_label": "flat monthly",
          "comparable_provider_count": 6,
          "reliability": "medium",
          "median": 24,
          "p25": 12.24,
          "p75": 56.5,
          "status": "ok"
        },
        {
          "provider_type": "mcp",
          "provider_type_label": "MCP servers",
          "buyer_tier": "pro",
          "buyer_tier_label": "Pro",
          "pricing_unit": "flat",
          "pricing_unit_label": "flat monthly",
          "comparable_provider_count": 5,
          "reliability": "medium",
          "median": 132.66,
          "p25": 49,
          "p75": 249,
          "status": "ok"
        },
        {
          "provider_type": "mcp",
          "provider_type_label": "MCP servers",
          "buyer_tier": "team_sme",
          "buyer_tier_label": "Team / SME",
          "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": [
            129,
            174
          ]
        }
      ],
      "warnings": [
        "This niche currently has sufficient MCP pricing but insufficient agent pricing."
      ],
      "full_pricing_via": {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "ai-property-search"
        },
        "note": "add provider_type + buyer_tier for a specific cohort"
      }
    },
    "page_url": "https://agentery.com/market/ai-property-search",
    "counts": {
      "listings_with_price_capture": 30,
      "listings_with_observed_public_price": 13,
      "providers_with_numeric_monthly_price_latest_scan": 8,
      "like_for_like_comparable_pairs": 7
    },
    "movement": {
      "d": {
        "published": false,
        "value_pct": null,
        "held_reason": null
      },
      "w": {
        "published": false,
        "value_pct": null,
        "held_reason": null
      },
      "m": {
        "published": true,
        "value_pct": 3.3,
        "driver": "getvaletparking_valet_parking's \"Paid\" $4.17→$6.58 (+58%)"
      }
    },
    "pricing_version": "cohorts-1",
    "pricing_status": "ok",
    "pricing_by_tier": [
      {
        "tier": "individual",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 24,
        "provider_count": 6,
        "plan_observation_count": 6,
        "data_confidence": 0.46,
        "data_confidence_basis": {
          "provider_component": 0.5,
          "observation_component": 0.3,
          "provider_count": 6,
          "plan_observation_count": 6
        },
        "reliability": "medium",
        "members": [
          {
            "provider": "getvaletparking_valet_parking",
            "usd": 6.58
          },
          {
            "provider": "property_api",
            "usd": 9.99
          },
          {
            "provider": "kleinanzeigen",
            "usd": 19
          },
          {
            "provider": "nyc_property_venue",
            "usd": 29
          },
          {
            "provider": "landlens",
            "usd": 65.66
          },
          {
            "provider": "evlek",
            "usd": 249
          }
        ],
        "p25": 12.24,
        "p75": 56.5
      },
      {
        "tier": "pro",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 132.66,
        "provider_count": 5,
        "plan_observation_count": 6,
        "data_confidence": 0.39,
        "data_confidence_basis": {
          "provider_component": 0.42,
          "observation_component": 0.3,
          "provider_count": 5,
          "plan_observation_count": 6
        },
        "reliability": "medium",
        "members": [
          {
            "provider": "property_api",
            "usd": 19.99
          },
          {
            "provider": "kleinanzeigen",
            "usd": 49
          },
          {
            "provider": "landlens",
            "usd": 132.66
          },
          {
            "provider": "estaite_mcp",
            "usd": 249
          },
          {
            "provider": "evlek",
            "usd": 749
          }
        ],
        "p25": 49,
        "p75": 249
      },
      {
        "tier": "team_sme",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 151.5,
        "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": "kleinanzeigen",
            "usd": 129
          },
          {
            "provider": "nyc_property_venue",
            "usd": 174
          }
        ]
      }
    ],
    "pricing_coverage": {
      "listings_with_price_capture": 30,
      "listings_with_observed_public_price": 13,
      "normalized_observations": 16,
      "comparable_providers": 7,
      "strict_cohorts": 3,
      "exclusion_reasons": {
        "ambiguous_cadence": 4,
        "one_time": 11,
        "usage_not_monthly": 2
      }
    },
    "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": 4,
      "one_time": 11,
      "usage_not_monthly": 2
    },
    "billing_mix": {
      "freemium": 5,
      "one-time": 1,
      "usage": 1,
      "free": 3,
      "subscription": 3
    },
    "free_tier_share": 0.62,
    "top_providers": [
      {
        "agent_id": "evlek",
        "name": "Evlek",
        "price": {
          "observed": true,
          "billing": "subscription",
          "lowest_monthly_usd": 249,
          "monthly_usd": 5.23,
          "headline": "From $249/mo",
          "summary": "From $249/mo. Evlek publicly lists three monthly Solo subscription plans from 249 TL/month to 999 TL/month, with listing quotas and monthly AI credits."
        },
        "observed": true
      },
      {
        "agent_id": "kleinanzeigen",
        "name": "Kleinanzeigen",
        "price": {
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 19,
          "monthly_usd": 19,
          "headline": "Free tier, then from $19/mo",
          "summary": "Free tier, then from $19/mo. The service offers a free plan with 100 calls per month and paid monthly plans from $19 to $129."
        },
        "observed": true
      },
      {
        "agent_id": "landlens",
        "name": "Landlens",
        "price": {
          "observed": true,
          "billing": "subscription",
          "lowest_monthly_usd": 65.95,
          "monthly_usd": 88.76,
          "headline": "From $65.95/mo",
          "summary": "From $65.95/mo. LandLens offers Solo at £49/month, Professional at £99/month, custom Enterprise pricing, and several one-off or usage-priced services."
        },
        "observed": true
      },
      {
        "agent_id": "liveability_mcp",
        "name": "liveability-mcp",
        "price": {
          "observed": true,
          "billing": "free",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "Free",
          "summary": "The service is publicly released and presented as free, with no paid plans or numeric pricing shown."
        },
        "observed": true
      },
      {
        "agent_id": "nyc_property_venue",
        "name": "NYC Property & Venue Intelligence API",
        "price": {
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 29,
          "monthly_usd": 29,
          "headline": "Free tier, then from $29/mo",
          "summary": "Free tier, then from $29/mo. nycapi.app offers a non-renewing free tier with 50 credits and monthly plans from $29 to $249, plus custom volume pricing."
        },
        "observed": true
      }
    ],
    "suggested_next_calls": [
      {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "ai-property-search"
        },
        "purpose": "full observed price distribution + per-tier medians for this niche"
      },
      {
        "tool": "niche_report",
        "arguments": {
          "niche": "ai-property-search",
          "response_mode": "full"
        },
        "purpose": "the complete report incl. index series and tier decomposition"
      },
      {
        "tool": "suggest_alternatives",
        "arguments": {
          "agent_id": "evlek"
        },
        "purpose": "comparable (optionally cheaper) providers to a named agent"
      },
      {
        "tool": "get_agent_profile",
        "arguments": {
          "agent_id": "evlek"
        },
        "purpose": "full profile, integrations and pricing for one provider"
      }
    ]
  }
}