Travel Planning Agent

{
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  "parent_sector": "consumer-personal",
  "provider_type_pricing": {
    "slug": "travel-planning-agent",
    "pricing_basis": "lowest_observed_monthly_usd",
    "provider_type_methodology": "commercial-form-v2",
    "provider_type_methodology_published_at": "2026-07-31",
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      "p75": 26.99,
      "providers": 19
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    },
    "recommended_cohort": null,
    "recommendation_reason": "Choose the cohort according to the commercial delivery type being assessed.",
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    "context_note": null
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  "crowding_level": "emerging",
  "observed_node_count": 6,
  "adjacent_niches": [
    "ai-tax-prep-consumer",
    "visa-immigration-consumer",
    "mental-health-companion",
    "ai-nutritionist",
    "ai-legal-assistant-consumer",
    "local-ai-platform"
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  "market_pulse": {
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    "drivers": [
      "enterprise money present",
      "8 new builders in 30d"
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    "alive_share": 0.9714285714285714
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    "published": {
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    "driver": {
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      "m": "agentroam's \"10 GB / 30 days\" $12.82→$9.33 (-27%)"
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  "pricing": {
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    "byPersona": {
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        "usageShare": 0
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      "team_sme": {
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      "enterprise": {
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    },
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          "data_confidence": 0.77,
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              "provider": "hotels",
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          "data_confidence": 0.39,
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      "rejected": {
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        "ambiguous_cadence": 9,
        "free_or_zero": 9,
        "usage_not_monthly": 3
      },
      "evidence": {
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        "observed_offers": [
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            "billing": "monthly",
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                "provider": "london_airport_transfers",
                "tier": "team_sme",
                "billing": "one_time",
                "unit": "flat",
                "price": "£ 166.00",
                "monthly_usd": null
              },
              {
                "provider": "london_airport_transfers",
                "tier": "team_sme",
                "billing": "one_time",
                "unit": "flat",
                "price": "£ 108.00",
                "monthly_usd": null
              },
              {
                "provider": "london_airport_transfers",
                "tier": "team_sme",
                "billing": "one_time",
                "unit": "flat",
                "price": "£ 209.00",
                "monthly_usd": null
              },
              {
                "provider": "the_holidays_ai",
                "tier": "enterprise",
                "billing": "one_time",
                "unit": "flat",
                "price": "$801.09 / person",
                "monthly_usd": null
              },
              {
                "provider": "the_holidays_ai",
                "tier": "enterprise",
                "billing": "one_time",
                "unit": "flat",
                "price": "$657.84 / person",
                "monthly_usd": null
              },
              {
                "provider": "the_holidays_ai",
                "tier": "team_sme",
                "billing": "one_time",
                "unit": "flat",
                "price": "$289.45 / person",
                "monthly_usd": null
              },
              {
                "provider": "the_holidays_ai",
                "tier": "enterprise",
                "billing": "one_time",
                "unit": "flat",
                "price": "$986.76 / person",
                "monthly_usd": null
              },
              {
                "provider": "the_holidays_ai",
                "tier": "enterprise",
                "billing": "one_time",
                "unit": "flat",
                "price": "$1,249.89 / person",
                "monthly_usd": null
              },
              {
                "provider": "the_holidays_ai",
                "tier": "enterprise",
                "billing": "one_time",
                "unit": "flat",
                "price": "$565.73 / person",
                "monthly_usd": null
              },
              {
                "provider": "the_holidays_ai",
                "tier": "enterprise",
                "billing": "one_time",
                "unit": "flat",
                "price": "$1,278.01 / person",
                "monthly_usd": null
              },
              {
                "provider": "the_holidays_ai",
                "tier": "team_sme",
                "billing": "one_time",
                "unit": "flat",
                "price": "$442.54 / person",
                "monthly_usd": null
              },
              {
                "provider": "the_holidays_ai",
                "tier": "enterprise",
                "billing": "one_time",
                "unit": "flat",
                "price": "$2,499.79 / person",
                "monthly_usd": null
              },
              {
                "provider": "the_holidays_ai",
                "tier": "enterprise",
                "billing": "one_time",
                "unit": "flat",
                "price": "$784.03 / person",
                "monthly_usd": null
              },
              {
                "provider": "viatsy_mcp",
                "tier": "enterprise",
                "billing": "one_time",
                "unit": "flat",
                "price": "From £1,882",
                "monthly_usd": null
              },
              {
                "provider": "viatsy_mcp",
                "tier": "enterprise",
                "billing": "one_time",
                "unit": "flat",
                "price": "From £2,242",
                "monthly_usd": null
              },
              {
                "provider": "viatsy_mcp",
                "tier": "enterprise",
                "billing": "one_time",
                "unit": "flat",
                "price": "From £3,065",
                "monthly_usd": null
              },
              {
                "provider": "viatsy_mcp",
                "tier": "enterprise",
                "billing": "one_time",
                "unit": "flat",
                "price": "From £3,368",
                "monthly_usd": null
              }
            ]
          },
          {
            "billing": "usage",
            "unit": "flat",
            "count": 3,
            "offers": [
              {
                "provider": "hotels",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.10 / 1K",
                "monthly_usd": null
              },
              {
                "provider": "icn_mcp",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.10 / 1K RPCs",
                "monthly_usd": null
              },
              {
                "provider": "ignav_flights",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$2 / 1,000 requests",
                "monthly_usd": null
              }
            ]
          },
          {
            "billing": "unspecified_period",
            "unit": "flat",
            "count": 9,
            "offers": [
              {
                "provider": "akekaratp_flights_mcp_ts",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "flights",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "hotels",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "icn_mcp",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "kaily_travel_chatbot",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "kiwi",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "octember_flights_mcp_ts",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "recreation_gov",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "seoul_essentials",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              }
            ]
          }
        ],
        "coverage": {
          "priced_providers": 20,
          "normalized_observations": 20,
          "comparable_providers": 15,
          "strict_cohorts": 3,
          "exclusion_reasons": {
            "one_time": 38,
            "ambiguous_cadence": 9,
            "free_or_zero": 9,
            "usage_not_monthly": 3
          }
        }
      }
    },
    "billingMix": {
      "subscription": 2,
      "one-time": 4,
      "freemium": 14,
      "free": 6,
      "usage": 1
    },
    "freeTierShare": 0.74,
    "medianLowestUsd": 10
  },
  "movement": {
    "niche": "travel-planning-agent",
    "sector": "consumer-personal",
    "pricedNow": 19,
    "pairs": 19,
    "repriced": [
      {
        "handle": "viatsy_mcp",
        "from": 2428.34,
        "to": 2550.49,
        "pct": 5
      },
      {
        "handle": "london_airport_transfers",
        "from": 99.94,
        "to": 100.29,
        "pct": 0.4
      },
      {
        "handle": "agentroam",
        "from": 2.5,
        "to": 2.51,
        "pct": 0.4
      },
      {
        "handle": "onetrip_pulse",
        "from": 3.85,
        "to": 3.86,
        "pct": 0.3
      }
    ],
    "newlyPriced": [],
    "droppedFromPriced": [],
    "likeForLikePct": 0.3,
    "kind": "repricing",
    "narrative": "Genuine repricing: 4 agents repriced — all up (avg +0.3%)."
  },
  "index_series": {
    "series": [
      {
        "day": "2026-07-20",
        "index": 99.61,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-21",
        "index": 99.596,
        "pairs": 12,
        "dayChangePct": -0.01
      },
      {
        "day": "2026-07-22",
        "index": 99.573,
        "pairs": 10,
        "dayChangePct": -0.02
      },
      {
        "day": "2026-07-23",
        "index": 99.6,
        "pairs": 10,
        "dayChangePct": 0.03
      },
      {
        "day": "2026-07-24",
        "index": 99.554,
        "pairs": 10,
        "dayChangePct": -0.05
      },
      {
        "day": "2026-07-25",
        "index": 99.549,
        "pairs": 10,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-26",
        "index": 99.549,
        "pairs": 12,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-27",
        "index": 99.566,
        "pairs": 12,
        "dayChangePct": 0.02
      },
      {
        "day": "2026-07-28",
        "index": 99.552,
        "pairs": 12,
        "dayChangePct": -0.01
      },
      {
        "day": "2026-07-29",
        "index": 99.568,
        "pairs": 11,
        "dayChangePct": 0.02
      },
      {
        "day": "2026-07-30",
        "index": 99.615,
        "pairs": 10,
        "dayChangePct": 0.05
      },
      {
        "day": "2026-07-31",
        "index": 99.713,
        "pairs": 10,
        "dayChangePct": 0.1
      },
      {
        "day": "2026-08-01",
        "index": 99.727,
        "pairs": 10,
        "dayChangePct": 0.01
      },
      {
        "day": "2026-08-02",
        "index": 98.593,
        "pairs": 11,
        "dayChangePct": -1.14
      },
      {
        "day": "2026-08-03",
        "index": 98.601,
        "pairs": 13,
        "dayChangePct": 0.01
      },
      {
        "day": "2026-08-04",
        "index": 98.578,
        "pairs": 13,
        "dayChangePct": -0.02
      },
      {
        "day": "2026-08-05",
        "index": 98.843,
        "pairs": 13,
        "dayChangePct": 0.27
      },
      {
        "day": "2026-08-06",
        "index": 98.843,
        "pairs": 14,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-07",
        "index": 98.843,
        "pairs": 14,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-08",
        "index": 98.843,
        "pairs": 14,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-09",
        "index": 98.965,
        "pairs": 16,
        "dayChangePct": 0.12
      },
      {
        "day": "2026-08-10",
        "index": 98.962,
        "pairs": 16,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-11",
        "index": 98.954,
        "pairs": 24,
        "dayChangePct": -0.01
      },
      {
        "day": "2026-08-12",
        "index": 98.967,
        "pairs": 24,
        "dayChangePct": 0.01
      },
      {
        "day": "2026-08-13",
        "index": 98.954,
        "pairs": 24,
        "dayChangePct": -0.01
      },
      {
        "day": "2026-08-14",
        "index": 98.976,
        "pairs": 24,
        "dayChangePct": 0.02
      },
      {
        "day": "2026-08-15",
        "index": 98.973,
        "pairs": 24,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-16",
        "index": 98.942,
        "pairs": 24,
        "dayChangePct": -0.03
      },
      {
        "day": "2026-08-17",
        "index": 98.982,
        "pairs": 24,
        "dayChangePct": 0.04
      },
      {
        "day": "2026-08-18",
        "index": 98.971,
        "pairs": 24,
        "dayChangePct": -0.01
      }
    ],
    "latest": 98.971,
    "day_change_pct": -0.01,
    "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": "award_flight_daily_mcp_server",
      "name": "Award Flight Daily",
      "url": "https://awardflightdaily.com",
      "short_summary": "searches award flight availability across multiple airline loyalty programs to find business class and first class award seats",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 9.99,
        "monthly_usd": 9.99,
        "headline": "Free tier, then from $9.99/mo",
        "summary": "Free tier, then from $9.99/mo. Award Flight Daily offers a free tier with basic search and 1 alert, or a premium subscription at $9.99/month ($99.99/year) for expanded features including more alerts and full date range searches."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "ferryhopper",
      "name": "Ferryhopper",
      "url": "https://ferryhopper.com",
      "short_summary": "ferry booking and travel planning",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No reliable public SaaS pricing or billing plans were identified from the available homepage content."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "ignav_flights",
      "name": "Ignav Flights",
      "url": "https://ignav.com/docs/mcp",
      "short_summary": "provides live flight prices, booking links, and airport lookup for AI agents",
      "price": {
        "observed": true,
        "billing": "usage",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Paid (price not published)",
        "summary": "Ignav includes 1,000 one-time free requests, then charges $2 per 1,000 successful requests with no monthly minimum."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "london_airport_transfers",
      "name": "London Airport Transfers",
      "url": "https://www.airport-pickups-london.com",
      "short_summary": "provides airport transfer booking and quotation services for London airports and UK destinations",
      "price": {
        "observed": true,
        "billing": "one-time",
        "lowest_monthly_usd": 100.29,
        "monthly_usd": 135.91,
        "headline": "From $100.29/mo",
        "summary": "From $100.29/mo. Airport Pickups London publicly lists all-inclusive one-way taxi fares from Heathrow to several UK destinations, starting at £74.00."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "mcp_hkbus",
      "name": "KMB Bus",
      "url": "https://data.etabus.gov.hk/documentation/overview",
      "short_summary": "Access real-time bus arrival information and comprehensive route details for Hong Kong's KMB and Long Win Bus services. Query bus routes, stops, and estimated…",
      "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": "onetrip_pulse",
      "name": "Pulse",
      "url": "https://1trip.app/developers",
      "short_summary": "provides travel and location data including weather, currency, flight search, hotel availability, visa and safety information for trip planning",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 3.86,
        "monthly_usd": 3.86,
        "headline": "Free tier, then from $3.86/mo",
        "summary": "Free tier, then from $3.86/mo. 1Trip offers free API and trip-planning tiers, with API subscriptions at $9/month and $29/month plus a Terminal Elite plan displayed at €3.33/month when billed €39.99 annually."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "plany_mcp",
      "name": "Plany",
      "url": "https://plany.ae",
      "short_summary": "organizes travel itineraries by creating detailed trips with scheduled events in calendar format",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 14.99,
        "monthly_usd": 14.99,
        "headline": "Free tier, then from $14.99/mo",
        "summary": "Free tier, then from $14.99/mo. Plany offers a free plan with usage limits and a Pro plan at $14.99/month with expanded limits and additional features."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "skyscanner",
      "name": "Skyscanner",
      "url": "https://infoseek.ai/mcp/Hm36zrSdQ5/skyscanner",
      "short_summary": "searches flights using Skyscanner API with exact routes, dates, cabin class, and passenger counts",
      "price": {
        "observed": false,
        "billing": "login_gated",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "Pricing is not publicly displayed and access requires login."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "trip1",
      "name": "Trip1",
      "url": "https://trip1.com/agents",
      "short_summary": "searches and books hotels with cryptocurrency payments",
      "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 found; the pricing URL returns a 404 page."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "agentroam",
      "name": "Agentroam",
      "url": "https://agentroam.ai/",
      "short_summary": "AgentRoam helps travelers find and buy travel eSIM data plans with stablecoins and crypto. Choose your destination, compare available plans, pay from your wall…",
      "price": {
        "observed": true,
        "billing": "one-time",
        "lowest_monthly_usd": 2.51,
        "monthly_usd": 2.51,
        "headline": "From $2.51/mo",
        "summary": "From $2.51/mo. AgentRoam offers 16 Israel eSIM data plans priced from $2.51 to $36.89 as one-time purchases with validity periods from 3 to 90 days."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    }
  ],
  "platforms_also_here": [
    {
      "agent_id": "tara_bot",
      "name": "Tara Bot",
      "url": "https://github.com/thaolst/tara-bot",
      "short_summary": "AI Telegram agent that searches flights via Google Flights, compares product prices via Google Shopping, and provides traditional Vietnamese calendar insights.…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public pricing for Tara Bot is shown in the supplied repository content."
      },
      "home_niche": "ai-shopping-assistant",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "zephr_local_ai",
      "name": "Zephr Local Ai",
      "url": "https://zephr.xyz/local-ai-platform",
      "short_summary": "Location-aware AI platform providing natural language interface to local search and navigation. Includes AI agent for spatial understanding, enhanced places AP…",
      "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": "local-ai-platform",
      "also_covers": true,
      "upvotes": 0
    }
  ],
  "page_url": "https://agentery.com/market/travel-planning-agent",
  "summary": {
    "niche": "travel-planning-agent",
    "sector": "consumer-personal",
    "pricing_by_provider_type": {
      "headline": "Prices differ by provider type and buyer tier — no blended headline is used. Strongest cohort: MCP servers · Individual median $10/mo (9 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": 9,
          "reliability": "medium",
          "median": 10,
          "p25": 10,
          "p75": 10,
          "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": 4,
          "reliability": "low",
          "median": 17,
          "p25": null,
          "p75": null,
          "status": "median_only"
        }
      ],
      "warnings": [
        "This niche currently has sufficient MCP pricing but insufficient agent pricing."
      ],
      "full_pricing_via": {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "travel-planning-agent"
        },
        "note": "add provider_type + buyer_tier for a specific cohort"
      }
    },
    "page_url": "https://agentery.com/market/travel-planning-agent",
    "counts": {
      "listings_with_price_capture": 68,
      "listings_with_observed_public_price": 27,
      "providers_with_numeric_monthly_price_latest_scan": 19,
      "like_for_like_comparable_pairs": 19
    },
    "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": 10,
        "provider_count": 10,
        "plan_observation_count": 10,
        "data_confidence": 0.77,
        "data_confidence_basis": {
          "provider_component": 0.83,
          "observation_component": 0.5,
          "provider_count": 10,
          "plan_observation_count": 10
        },
        "reliability": "medium",
        "members": [
          {
            "provider": "onetrip_pulse",
            "usd": 3.8
          },
          {
            "provider": "layla",
            "usd": 4.08
          },
          {
            "provider": "flights",
            "usd": 10
          },
          {
            "provider": "icn_mcp",
            "usd": 10
          },
          {
            "provider": "seoul_essentials",
            "usd": 10
          },
          {
            "provider": "recreation_gov",
            "usd": 10
          },
          {
            "provider": "hotels",
            "usd": 10
          },
          {
            "provider": "octember_flights_mcp_ts",
            "usd": 10
          },
          {
            "provider": "kiwi",
            "usd": 10
          },
          {
            "provider": "akekaratp_flights_mcp_ts",
            "usd": 10
          }
        ],
        "p25": 10,
        "p75": 10
      },
      {
        "tier": "pro",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 14.99,
        "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": "letstrip_ai",
            "usd": 5
          },
          {
            "provider": "award_flight_daily_mcp_server",
            "usd": 9.99
          },
          {
            "provider": "plany_mcp",
            "usd": 14.99
          },
          {
            "provider": "onetrip_pulse",
            "usd": 19
          },
          {
            "provider": "aurum_transfers",
            "usd": 75
          }
        ],
        "p25": 9.99,
        "p75": 19
      },
      {
        "tier": "team_sme",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 172,
        "provider_count": 2,
        "plan_observation_count": 4,
        "data_confidence": 0.17,
        "data_confidence_basis": {
          "provider_component": 0.17,
          "observation_component": 0.2,
          "provider_count": 2,
          "plan_observation_count": 4
        },
        "reliability": "low",
        "members": [
          {
            "provider": "kaily_travel_chatbot",
            "usd": 119
          },
          {
            "provider": "aurum_transfers",
            "usd": 225
          }
        ]
      }
    ],
    "pricing_coverage": {
      "listings_with_price_capture": 68,
      "listings_with_observed_public_price": 27,
      "normalized_observations": 20,
      "comparable_providers": 15,
      "strict_cohorts": 3,
      "exclusion_reasons": {
        "one_time": 38,
        "ambiguous_cadence": 9,
        "free_or_zero": 9,
        "usage_not_monthly": 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": {
      "one_time": 38,
      "ambiguous_cadence": 9,
      "free_or_zero": 9,
      "usage_not_monthly": 3
    },
    "billing_mix": {
      "subscription": 2,
      "one-time": 4,
      "freemium": 14,
      "free": 6,
      "usage": 1
    },
    "free_tier_share": 0.74,
    "top_providers": [
      {
        "agent_id": "award_flight_daily_mcp_server",
        "name": "Award Flight Daily",
        "price": {
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 9.99,
          "monthly_usd": 9.99,
          "headline": "Free tier, then from $9.99/mo",
          "summary": "Free tier, then from $9.99/mo. Award Flight Daily offers a free tier with basic search and 1 alert, or a premium subscription at $9.99/month ($99.99/year) for expanded features including more alerts and full date range searches."
        },
        "observed": true
      },
      {
        "agent_id": "ferryhopper",
        "name": "Ferryhopper",
        "price": {
          "observed": false,
          "billing": "not_found",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "No public price found",
          "summary": "No reliable public SaaS pricing or billing plans were identified from the available homepage content."
        },
        "observed": false
      },
      {
        "agent_id": "ignav_flights",
        "name": "Ignav Flights",
        "price": {
          "observed": true,
          "billing": "usage",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "Paid (price not published)",
          "summary": "Ignav includes 1,000 one-time free requests, then charges $2 per 1,000 successful requests with no monthly minimum."
        },
        "observed": true
      },
      {
        "agent_id": "london_airport_transfers",
        "name": "London Airport Transfers",
        "price": {
          "observed": true,
          "billing": "one-time",
          "lowest_monthly_usd": 100.29,
          "monthly_usd": 135.91,
          "headline": "From $100.29/mo",
          "summary": "From $100.29/mo. Airport Pickups London publicly lists all-inclusive one-way taxi fares from Heathrow to several UK destinations, starting at £74.00."
        },
        "observed": true
      },
      {
        "agent_id": "mcp_hkbus",
        "name": "KMB Bus",
        "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": "travel-planning-agent"
        },
        "purpose": "full observed price distribution + per-tier medians for this niche"
      },
      {
        "tool": "niche_report",
        "arguments": {
          "niche": "travel-planning-agent",
          "response_mode": "full"
        },
        "purpose": "the complete report incl. index series and tier decomposition"
      },
      {
        "tool": "suggest_alternatives",
        "arguments": {
          "agent_id": "award_flight_daily_mcp_server"
        },
        "purpose": "comparable (optionally cheaper) providers to a named agent"
      },
      {
        "tool": "get_agent_profile",
        "arguments": {
          "agent_id": "award_flight_daily_mcp_server"
        },
        "purpose": "full profile, integrations and pricing for one provider"
      }
    ]
  }
}