Hotel Concierge Agent

{
  "niche": "hotel-concierge-agent",
  "parent_sector": "hospitality",
  "provider_type_pricing": {
    "slug": "hotel-concierge-agent",
    "pricing_basis": "lowest_observed_monthly_usd",
    "provider_type_methodology": "commercial-form-v2",
    "provider_type_methodology_published_at": "2026-07-31",
    "blended": {
      "median": 899,
      "p25": null,
      "p75": null,
      "providers": 1
    },
    "by_provider_type": {
      "agent": {
        "median": null,
        "p25": null,
        "p75": null,
        "providers": 1,
        "publishable": false,
        "confidence": "insufficient",
        "reason": "Fewer than three comparable priced Agent-economy products are available."
      },
      "mcp": {
        "median": null,
        "p25": null,
        "p75": null,
        "providers": 0,
        "publishable": false,
        "confidence": "insufficient",
        "reason": "Fewer than three comparable priced MCP servers are available."
      }
    },
    "recommended_cohort": null,
    "recommendation_reason": "Choose the cohort according to the commercial delivery type being assessed.",
    "fallback_context": null,
    "context_note": null
  },
  "crowding_level": "empty",
  "observed_node_count": 0,
  "adjacent_niches": [
    "restaurant-operations",
    "ai-travel-concierge",
    "ai-restaurant-pos",
    "ai-event-planning"
  ],
  "market_pulse": {
    "pulse": 73,
    "drivers": [
      "enterprise money present",
      "2 new builders in 30d"
    ],
    "price_move_30d_pct": null,
    "money_share": 1,
    "entry_rate": 0.125,
    "alive_share": 1
  },
  "price_move": {
    "d_pct": 0,
    "w_pct": 0,
    "m_pct": 0,
    "comparable_agents": 1,
    "quarantined_agents": 0,
    "confidence": "insufficient",
    "published": {
      "d": false,
      "w": false,
      "m": false
    },
    "held_reason": {
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    "driver": {
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    },
    "tier_contribution": {
      "d": {
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        "team_sme": 0,
        "enterprise": 0
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      "w": {
        "individual": 0,
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        "enterprise": 0
      },
      "m": {
        "individual": 0,
        "pro": 0,
        "team_sme": 0,
        "enterprise": 0
      }
    },
    "tier_series": {
      "individual": [
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      "pro": [
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      "team_sme": [
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      "enterprise": [
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    },
    "tier_own_move": {
      "d": {
        "individual": 0,
        "pro": 0,
        "team_sme": 0,
        "enterprise": 0
      },
      "w": {
        "individual": 0,
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      },
      "m": {
        "individual": 0,
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        "enterprise": 0
      }
    },
    "tier_agents": {
      "individual": 1,
      "pro": 0,
      "team_sme": 1,
      "enterprise": 1
    },
    "obs_range": {
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    "tier_obs_range": {
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      }
    }
  },
  "pricing": {
    "sampleSize": 11,
    "observed": 5,
    "byPersona": {
      "free": {
        "n": 1,
        "nPriced": 0,
        "reliability": "none",
        "median": null,
        "p25": null,
        "p75": null,
        "min": null,
        "max": null,
        "mean": null,
        "stdev": null,
        "usageShare": 0
      },
      "individual": {
        "n": 2,
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        "reliability": "low",
        "median": 14,
        "p25": 12,
        "p75": 16,
        "min": 10,
        "max": 18,
        "mean": 14,
        "stdev": 5.66,
        "usageShare": 1
      },
      "pro": {
        "n": 4,
        "nPriced": 4,
        "reliability": "low",
        "median": 33,
        "p25": 28.75,
        "p75": 39,
        "min": 25,
        "max": 48,
        "mean": 34.75,
        "stdev": 9.91,
        "usageShare": 0.75
      },
      "team_sme": {
        "n": 2,
        "nPriced": 2,
        "reliability": "low",
        "median": 270,
        "p25": 230,
        "p75": 310,
        "min": 190,
        "max": 350,
        "mean": 270,
        "stdev": 113.14,
        "usageShare": 0
      },
      "enterprise": {
        "n": 8,
        "nPriced": 2,
        "reliability": "low",
        "median": 794.5,
        "p25": 742.25,
        "p75": 846.75,
        "min": 690,
        "max": 899,
        "mean": 794.5,
        "stdev": 147.79,
        "usageShare": 0
      }
    },
    "byPersonaMonthly": {
      "free": {
        "nMonthly": 0,
        "p25": null,
        "median": null,
        "p75": null,
        "confidence": "none",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": false
      },
      "individual": {
        "nMonthly": 0,
        "p25": null,
        "median": null,
        "p75": null,
        "confidence": "none",
        "usageShare": 1,
        "mixedBilling": false,
        "monthlyComparable": false
      },
      "pro": {
        "nMonthly": 1,
        "p25": null,
        "median": null,
        "p75": null,
        "confidence": "none",
        "usageShare": 0.75,
        "mixedBilling": true,
        "monthlyComparable": false
      },
      "team_sme": {
        "nMonthly": 2,
        "p25": 230,
        "median": 270,
        "p75": 310,
        "confidence": "low",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": true
      },
      "enterprise": {
        "nMonthly": 2,
        "p25": 742.25,
        "median": 794.5,
        "p75": 846.75,
        "confidence": "low",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": true
      }
    },
    "byTierCohorts": {
      "status": "insufficient",
      "cohorts": [],
      "rejected": {
        "range": 1,
        "ambiguous_cadence": 6,
        "unrankable_or_unparseable": 4,
        "usage_not_monthly": 4
      },
      "evidence": {
        "status": "single_observation",
        "single_observations": [
          {
            "tier": "enterprise",
            "unit": "flat",
            "provider": "conduit",
            "monthly_usd": 899
          }
        ],
        "observed_offers": [
          {
            "billing": "monthly",
            "unit": "flat",
            "count": 1,
            "offers": [
              {
                "provider": "conduit",
                "tier": "enterprise",
                "billing": "monthly",
                "unit": "flat",
                "price": "$899 / mo",
                "monthly_usd": 899
              }
            ]
          },
          {
            "billing": "usage",
            "unit": "flat",
            "count": 4,
            "offers": [
              {
                "provider": "conduit",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$18 / unit / mo",
                "monthly_usd": null
              },
              {
                "provider": "conduit",
                "tier": "pro",
                "billing": "usage",
                "unit": "flat",
                "price": "$30 / unit / mo",
                "monthly_usd": null
              },
              {
                "provider": "conduit",
                "tier": "pro",
                "billing": "usage",
                "unit": "flat",
                "price": "$36 / unit / mo",
                "monthly_usd": null
              },
              {
                "provider": "conduit",
                "tier": "pro",
                "billing": "usage",
                "unit": "flat",
                "price": "$48 / unit / mo",
                "monthly_usd": null
              }
            ]
          },
          {
            "billing": "unspecified_period",
            "unit": "flat",
            "count": 6,
            "offers": [
              {
                "provider": "canary_ai_agent_studio",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Get Quote",
                "monthly_usd": null
              },
              {
                "provider": "canary_ai_agent_studio",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Get Quote",
                "monthly_usd": null
              },
              {
                "provider": "canary_ai_agent_studio",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Get Quote",
                "monthly_usd": null
              },
              {
                "provider": "ensoconnect",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact SalesUSD",
                "monthly_usd": null
              },
              {
                "provider": "webee_insta",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom quote",
                "monthly_usd": null
              },
              {
                "provider": "webee_insta",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom quote",
                "monthly_usd": null
              }
            ]
          }
        ],
        "coverage": {
          "priced_providers": 4,
          "normalized_observations": 1,
          "comparable_providers": 1,
          "strict_cohorts": 0,
          "exclusion_reasons": {
            "range": 1,
            "ambiguous_cadence": 6,
            "unrankable_or_unparseable": 4,
            "usage_not_monthly": 4
          }
        }
      }
    },
    "billingMix": {
      "usage": 2,
      "contact_sales": 2,
      "subscription": 1
    },
    "freeTierShare": 0,
    "medianLowestUsd": 899
  },
  "movement": {
    "niche": "hotel-concierge-agent",
    "sector": "hospitality",
    "pricedNow": 1,
    "pairs": 0,
    "repriced": [],
    "newlyPriced": [
      "conduit"
    ],
    "droppedFromPriced": [],
    "likeForLikePct": null,
    "kind": "composition",
    "narrative": "Composition change (average moved, but no agent changed its price): 1 newly published pricing."
  },
  "index_series": {
    "series": [
      {
        "day": "2026-07-19",
        "index": 100,
        "pairs": 0,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-20",
        "index": 100,
        "pairs": 0,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-21",
        "index": 100,
        "pairs": 0,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-22",
        "index": 100,
        "pairs": 0,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-23",
        "index": 100,
        "pairs": 0,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-24",
        "index": 100,
        "pairs": 0,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-25",
        "index": 100,
        "pairs": 0,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-26",
        "index": 100,
        "pairs": 0,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-27",
        "index": 100,
        "pairs": 0,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-28",
        "index": 100,
        "pairs": 0,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-29",
        "index": 100,
        "pairs": 0,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-30",
        "index": 100,
        "pairs": 0,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-31",
        "index": 100,
        "pairs": 0,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-01",
        "index": 100,
        "pairs": 0,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-02",
        "index": 100,
        "pairs": 0,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-03",
        "index": 100,
        "pairs": 0,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-04",
        "index": 100,
        "pairs": 0,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-05",
        "index": 100,
        "pairs": 0,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-06",
        "index": 100,
        "pairs": 0,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-07",
        "index": 100,
        "pairs": 0,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-08",
        "index": 100,
        "pairs": 0,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-09",
        "index": 100,
        "pairs": 0,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-10",
        "index": 100,
        "pairs": 0,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-11",
        "index": 100,
        "pairs": 0,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-12",
        "index": 100,
        "pairs": 0,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-13",
        "index": 100,
        "pairs": 0,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-14",
        "index": 100,
        "pairs": 0,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-15",
        "index": 100,
        "pairs": 0,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-16",
        "index": 100,
        "pairs": 0,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-17",
        "index": 100,
        "pairs": 1,
        "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": "conduit",
      "name": "Conduit",
      "url": "https://conduit.ai/",
      "short_summary": "handles guest customer service and internal operations end-to-end for hospitality businesses, responding across channels, answering calls, running multi-step p…",
      "price": {
        "observed": true,
        "billing": "usage",
        "lowest_monthly_usd": 899,
        "monthly_usd": 899,
        "headline": "From $899/mo",
        "summary": "From $899/mo. Conduit lists usage-based packages from $18 per unit per month, plus a Startup plan at $899 per month for 0–25 units."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "bellboy",
      "name": "Bellboy",
      "url": "https://www.bellboytech.com/",
      "short_summary": "Handles hotel guest calls end-to-end: answers questions, books and manages reservations, handles service requests, and escalates complex cases to staff",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "Bellboy publicly presents its hospitality AI agents and invites visitors to book a demo, but no pricing is shown."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "lance",
      "name": "Lance",
      "url": "https://lance.live/",
      "short_summary": "Autonomously handles hotel guest calls, staff messaging, housekeeping, work orders, scheduling, and reservation changes end-to-end",
      "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": "canary_ai_agent_studio",
      "name": "Canary Ai Agent Studio",
      "url": "https://canarytechnologies.com/products/hospitality-ai-agent-studio",
      "short_summary": "A hotel-focused platform for building, customizing, integrating, and deploying AI agents for workflows such as front desk operations, concierge services, reser…",
      "price": {
        "observed": true,
        "billing": "contact_sales",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Contact sales (no public price)",
        "summary": "Canary offers Core, Advanced, and Pro hospitality software bundles with custom pricing provided by sales."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    },
    {
      "agent_id": "contactswing_ai_concierge",
      "name": "Contactswing Ai Concierge",
      "url": "https://contactswing.ai/use-cases/ai-concierge",
      "short_summary": "24/7 AI-powered virtual concierge that handles customer interactions, bookings, and requests across multiple channels. Provides instant personalized service wi…",
      "price": {
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Paid (price not published)",
        "summary": "The pricing page shows four monthly subscription prices ranging from $25 to $690, but does not expose plan names or feature details in the captured content."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    },
    {
      "agent_id": "ensoconnect",
      "name": "Ensoconnect",
      "url": "https://ensoconnect.com/",
      "short_summary": "AI guest experience platform for short-term rental and boutique hotel operators. Automates guest messaging, check-ins, upsells, workflows, knowledge-based resp…",
      "price": {
        "observed": true,
        "billing": "usage",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Paid (price not published)",
        "summary": "Enso Connect shows a $10–$18 per-listing rate in structured pricing data, while the pricing page primarily directs prospects to request a custom quote."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    },
    {
      "agent_id": "interactive_avatar",
      "name": "Interactive Avatar",
      "url": "https://interactive-avatar.com/",
      "short_summary": "AI-powered holographic avatars for museums and visitor centers that answer questions in real-time using custom knowledge bases. Features multilingual support,…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public pricing is shown; visitors are directed to request access."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    },
    {
      "agent_id": "observe_ai",
      "name": "Observe Ai",
      "url": "https://observe.ai/industry/travel-hospitality",
      "short_summary": "AI agent platform for travel and hospitality companies to automate guest support, handle routine inquiries, and provide real-time agent assistance across 25+ l…",
      "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": "unclear",
      "upvotes": 0
    },
    {
      "agent_id": "roommaster_concierge",
      "name": "Roommaster Concierge",
      "url": "https://roommaster.com/hotel-ai-agent",
      "short_summary": "AI voice agent for hotels that handles guest calls 24/7, answers queries in multiple languages, processes bookings, and integrates with property management sys…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public pricing or plan details are shown; the site directs prospects to request a custom demo."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    },
    {
      "agent_id": "streebo_hotel_concierge",
      "name": "Streebo Hotel Concierge",
      "url": "https://streebo.com/hotel-concierge-ai-agent",
      "short_summary": "AI-powered concierge agent for hotels that handles guest requests, bookings, and services across multiple channels. Provides 24/7 multilingual support, integra…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No reliable public pricing or plan details were found in the supplied homepage content."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    }
  ],
  "platforms_also_here": [],
  "page_url": "https://agentery.com/market/hotel-concierge-agent",
  "summary": {
    "niche": "hotel-concierge-agent",
    "sector": "hospitality",
    "pricing_by_provider_type": {
      "headline": "No published benchmark for hotel-concierge-agent yet — too few comparable priced providers.",
      "benchmarks": [],
      "warnings": [
        "No priced providers meet the benchmark bar for this scope."
      ],
      "full_pricing_via": {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "hotel-concierge-agent"
        },
        "note": "add provider_type + buyer_tier for a specific cohort"
      }
    },
    "page_url": "https://agentery.com/market/hotel-concierge-agent",
    "counts": {
      "listings_with_price_capture": 11,
      "listings_with_observed_public_price": 5,
      "providers_with_numeric_monthly_price_latest_scan": 1,
      "like_for_like_comparable_pairs": 0
    },
    "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": "single_observation",
    "pricing_by_tier": null,
    "single_observations": [
      {
        "tier": "enterprise",
        "unit": "flat",
        "provider": "conduit",
        "monthly_usd": 899
      }
    ],
    "pricing_coverage": {
      "listings_with_price_capture": 11,
      "listings_with_observed_public_price": 5,
      "normalized_observations": 1,
      "comparable_providers": 1,
      "strict_cohorts": 0,
      "exclusion_reasons": {
        "range": 1,
        "ambiguous_cadence": 6,
        "unrankable_or_unparseable": 4,
        "usage_not_monthly": 4
      }
    },
    "pricing_note": "Only ONE provider in this niche publishes a comparable price — returned as a single observation, NOT a benchmark, median or fair price. See adjacent_pricing or confirm the niche to widen the sample.",
    "pricing_excluded_observations": {
      "range": 1,
      "ambiguous_cadence": 6,
      "unrankable_or_unparseable": 4,
      "usage_not_monthly": 4
    },
    "billing_mix": {
      "usage": 2,
      "contact_sales": 2,
      "subscription": 1
    },
    "free_tier_share": 0,
    "top_providers": [
      {
        "agent_id": "conduit",
        "name": "Conduit",
        "price": {
          "observed": true,
          "billing": "usage",
          "lowest_monthly_usd": 899,
          "monthly_usd": 899,
          "headline": "From $899/mo",
          "summary": "From $899/mo. Conduit lists usage-based packages from $18 per unit per month, plus a Startup plan at $899 per month for 0–25 units."
        },
        "observed": true
      },
      {
        "agent_id": "bellboy",
        "name": "Bellboy",
        "price": {
          "observed": false,
          "billing": "not_found",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "No public price found",
          "summary": "Bellboy publicly presents its hospitality AI agents and invites visitors to book a demo, but no pricing is shown."
        },
        "observed": false
      },
      {
        "agent_id": "lance",
        "name": "Lance",
        "price": {
          "observed": false,
          "billing": "not_found",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "No public price found",
          "summary": "No public price found on the vendor site."
        },
        "observed": false
      },
      {
        "agent_id": "canary_ai_agent_studio",
        "name": "Canary Ai Agent Studio",
        "price": {
          "observed": true,
          "billing": "contact_sales",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "Contact sales (no public price)",
          "summary": "Canary offers Core, Advanced, and Pro hospitality software bundles with custom pricing provided by sales."
        },
        "observed": true
      },
      {
        "agent_id": "contactswing_ai_concierge",
        "name": "Contactswing Ai Concierge",
        "price": {
          "observed": true,
          "billing": "subscription",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "Paid (price not published)",
          "summary": "The pricing page shows four monthly subscription prices ranging from $25 to $690, but does not expose plan names or feature details in the captured content."
        },
        "observed": true
      }
    ],
    "suggested_next_calls": [
      {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "hotel-concierge-agent"
        },
        "purpose": "full observed price distribution + per-tier medians for this niche"
      },
      {
        "tool": "niche_report",
        "arguments": {
          "niche": "hotel-concierge-agent",
          "response_mode": "full"
        },
        "purpose": "the complete report incl. index series and tier decomposition"
      },
      {
        "tool": "suggest_alternatives",
        "arguments": {
          "agent_id": "conduit"
        },
        "purpose": "comparable (optionally cheaper) providers to a named agent"
      },
      {
        "tool": "get_agent_profile",
        "arguments": {
          "agent_id": "conduit"
        },
        "purpose": "full profile, integrations and pricing for one provider"
      }
    ]
  }
}