Restaurant Operations

{
  "niche": "restaurant-operations",
  "parent_sector": "hospitality",
  "provider_type_pricing": {
    "slug": "restaurant-operations",
    "pricing_basis": "lowest_observed_monthly_usd",
    "provider_type_methodology": "commercial-form-v2",
    "provider_type_methodology_published_at": "2026-07-31",
    "blended": {
      "median": 99,
      "p25": null,
      "p75": null,
      "providers": 5
    },
    "by_provider_type": {
      "agent": {
        "median": 174,
        "p25": null,
        "p75": null,
        "providers": 4,
        "publishable": true,
        "confidence": "provisional"
      },
      "mcp": {
        "median": null,
        "p25": null,
        "p75": null,
        "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,
    "context_note": null
  },
  "crowding_level": "sparse",
  "observed_node_count": 1,
  "adjacent_niches": [
    "hotel-concierge-agent",
    "ai-travel-concierge",
    "ai-restaurant-pos",
    "ai-event-planning"
  ],
  "market_pulse": {
    "pulse": 56,
    "drivers": [
      "enterprise money present",
      "1 new builder in 30d"
    ],
    "price_move_30d_pct": 11.1,
    "money_share": 0.6,
    "entry_rate": 0.05555555555555555,
    "alive_share": 1
  },
  "price_move": {
    "d_pct": 0,
    "w_pct": 0,
    "m_pct": 25.9,
    "comparable_agents": 5,
    "quarantined_agents": 0,
    "confidence": "high",
    "published": {
      "d": false,
      "w": false,
      "m": true
    },
    "held_reason": {
      "d": null,
      "w": null,
      "m": null
    },
    "driver": {
      "d": null,
      "w": null,
      "m": "aedan_rose's \"Professional\" $79→$149 (+89%)"
    },
    "tier_contribution": {
      "d": {
        "individual": 0,
        "pro": 0,
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      },
      "w": {
        "individual": 0,
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      },
      "m": {
        "individual": 6.3,
        "pro": 7.14,
        "team_sme": 6.41,
        "enterprise": 6.05
      }
    },
    "tier_series": {
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      "pro": [
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      "team_sme": [
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      "enterprise": [
        100,
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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": 20.5,
        "pro": 23.6,
        "team_sme": 32.9,
        "enterprise": 30.9
      }
    },
    "tier_agents": {
      "individual": 2,
      "pro": 3,
      "team_sme": 2,
      "enterprise": 2
    },
    "obs_range": {
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      "w": null,
      "m": {
        "min": 10,
        "max": 10,
        "days": 1
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    },
    "tier_obs_range": {
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      "m": {
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        },
        "pro": {
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        },
        "team_sme": {
          "min": 2,
          "max": 2,
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        },
        "enterprise": {
          "min": 2,
          "max": 2,
          "days": 1
        }
      }
    }
  },
  "pricing": {
    "sampleSize": 13,
    "observed": 5,
    "byPersona": {
      "free": {
        "n": 2,
        "nPriced": 0,
        "reliability": "none",
        "median": null,
        "p25": null,
        "p75": null,
        "min": null,
        "max": null,
        "usageShare": 0
      },
      "individual": {
        "n": 2,
        "nPriced": 2,
        "reliability": "low",
        "median": 174,
        "p25": 136.5,
        "p75": 211.5,
        "min": 99,
        "max": 249,
        "usageShare": 0
      },
      "pro": {
        "n": 4,
        "nPriced": 4,
        "reliability": "low",
        "median": 79,
        "p25": 71.75,
        "p75": 109,
        "min": 50,
        "max": 199,
        "usageShare": 0.25
      },
      "team_sme": {
        "n": 2,
        "nPriced": 2,
        "reliability": "low",
        "median": 349,
        "p25": 324,
        "p75": 374,
        "min": 299,
        "max": 399,
        "usageShare": 0
      },
      "enterprise": {
        "n": 3,
        "nPriced": 1,
        "reliability": "none",
        "median": 949,
        "p25": 949,
        "p75": 949,
        "min": 949,
        "max": 949,
        "usageShare": 0
      }
    },
    "byPersonaMonthly": {
      "free": {
        "nMonthly": 0,
        "p25": null,
        "median": null,
        "p75": null,
        "confidence": "none",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": false
      },
      "individual": {
        "nMonthly": 2,
        "p25": 136.5,
        "median": 174,
        "p75": 211.5,
        "confidence": "low",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": true
      },
      "pro": {
        "nMonthly": 3,
        "p25": 79,
        "median": 79,
        "p75": 139,
        "confidence": "low",
        "usageShare": 0.25,
        "mixedBilling": true,
        "monthlyComparable": true
      },
      "team_sme": {
        "nMonthly": 2,
        "p25": 324,
        "median": 349,
        "p75": 374,
        "confidence": "low",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": true
      },
      "enterprise": {
        "nMonthly": 1,
        "p25": null,
        "median": null,
        "p75": null,
        "confidence": "none",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": false
      }
    },
    "byTierCohorts": {
      "status": "ok",
      "cohorts": [
        {
          "tier": "individual",
          "currency": "USD",
          "period": "month",
          "unit": "flat",
          "median": 174,
          "provider_count": 2,
          "plan_observation_count": 2,
          "data_confidence": 0.15,
          "data_confidence_basis": {
            "provider_component": 0.17,
            "observation_component": 0.1,
            "provider_count": 2,
            "plan_observation_count": 2
          },
          "reliability": "low",
          "members": [
            {
              "provider": "per_diem",
              "usd": 99
            },
            {
              "provider": "dineo",
              "usd": 249
            }
          ]
        },
        {
          "tier": "pro",
          "currency": "USD",
          "period": "month",
          "unit": "flat",
          "median": 90.06,
          "provider_count": 3,
          "plan_observation_count": 3,
          "data_confidence": 0.23,
          "data_confidence_basis": {
            "provider_component": 0.25,
            "observation_component": 0.15,
            "provider_count": 3,
            "plan_observation_count": 3
          },
          "reliability": "low",
          "members": [
            {
              "provider": "aedan_rose",
              "usd": 79
            },
            {
              "provider": "koulis",
              "usd": 90.06
            },
            {
              "provider": "per_diem",
              "usd": 199
            }
          ]
        },
        {
          "tier": "team_sme",
          "currency": "USD",
          "period": "month",
          "unit": "flat",
          "median": 349,
          "provider_count": 2,
          "plan_observation_count": 2,
          "data_confidence": 0.15,
          "data_confidence_basis": {
            "provider_component": 0.17,
            "observation_component": 0.1,
            "provider_count": 2,
            "plan_observation_count": 2
          },
          "reliability": "low",
          "members": [
            {
              "provider": "aedan_rose",
              "usd": 299
            },
            {
              "provider": "dineo",
              "usd": 399
            }
          ]
        }
      ],
      "rejected": {
        "ambiguous_cadence": 1,
        "usage_not_monthly": 1,
        "one_time": 1
      },
      "evidence": {
        "status": "ok",
        "single_observations": [],
        "observed_offers": [
          {
            "billing": "monthly",
            "unit": "flat",
            "count": 8,
            "offers": [
              {
                "provider": "aedan_rose",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$79/month",
                "monthly_usd": 79
              },
              {
                "provider": "aedan_rose",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$299/month",
                "monthly_usd": 299
              },
              {
                "provider": "aedan_rose",
                "tier": "enterprise",
                "billing": "monthly",
                "unit": "flat",
                "price": "$949/month",
                "monthly_usd": 949
              },
              {
                "provider": "dineo",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$249/mo",
                "monthly_usd": 249
              },
              {
                "provider": "dineo",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$399/mo",
                "monthly_usd": 399
              },
              {
                "provider": "koulis",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "79€ /mois",
                "monthly_usd": 90.06
              },
              {
                "provider": "per_diem",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$99/month",
                "monthly_usd": 99
              },
              {
                "provider": "per_diem",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$199/mo",
                "monthly_usd": 199
              }
            ]
          },
          {
            "billing": "one_time",
            "unit": "flat",
            "count": 1,
            "offers": [
              {
                "provider": "ioni",
                "tier": "enterprise",
                "billing": "one_time",
                "unit": "flat",
                "price": "$500",
                "monthly_usd": null
              }
            ]
          },
          {
            "billing": "usage",
            "unit": "flat",
            "count": 1,
            "offers": [
              {
                "provider": "per_diem",
                "tier": "pro",
                "billing": "usage",
                "unit": "flat",
                "price": "$.50 per pickup order / $1 per delivery",
                "monthly_usd": null
              }
            ]
          },
          {
            "billing": "unspecified_period",
            "unit": "flat",
            "count": 1,
            "offers": [
              {
                "provider": "dineo",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom Pricing",
                "monthly_usd": null
              }
            ]
          }
        ],
        "coverage": {
          "priced_providers": 5,
          "normalized_observations": 8,
          "comparable_providers": 4,
          "strict_cohorts": 3,
          "exclusion_reasons": {
            "ambiguous_cadence": 1,
            "usage_not_monthly": 1,
            "one_time": 1
          }
        }
      }
    },
    "billingMix": {
      "freemium": 2,
      "subscription": 2,
      "one-time": 1
    },
    "freeTierShare": 0.4,
    "medianLowestUsd": 105.03
  },
  "movement": {
    "niche": "restaurant-operations",
    "sector": "hospitality",
    "pricedNow": 5,
    "pairs": 5,
    "repriced": [
      {
        "handle": "koulis",
        "from": 90.93,
        "to": 91.09,
        "pct": 0.2
      }
    ],
    "newlyPriced": [],
    "droppedFromPriced": [],
    "likeForLikePct": 0,
    "kind": "repricing",
    "narrative": "Genuine repricing: 1 agent repriced — all up (avg +0%)."
  },
  "index_series": {
    "series": [
      {
        "day": "2026-07-09",
        "index": 100,
        "pairs": 10,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-10",
        "index": 100,
        "pairs": 8,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-11",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-12",
        "index": 100,
        "pairs": 5,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-13",
        "index": 100,
        "pairs": 6,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-14",
        "index": 100,
        "pairs": 6,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-15",
        "index": 100,
        "pairs": 6,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-16",
        "index": 100,
        "pairs": 6,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-17",
        "index": 100,
        "pairs": 10,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-18",
        "index": 100,
        "pairs": 10,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-19",
        "index": 125.874,
        "pairs": 10,
        "dayChangePct": 25.87
      },
      {
        "day": "2026-07-20",
        "index": 125.874,
        "pairs": 10,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-21",
        "index": 125.874,
        "pairs": 6,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-22",
        "index": 125.874,
        "pairs": 6,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-23",
        "index": 125.874,
        "pairs": 6,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-24",
        "index": 125.874,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-25",
        "index": 125.874,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-26",
        "index": 125.874,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-27",
        "index": 125.874,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-28",
        "index": 125.874,
        "pairs": 8,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-29",
        "index": 125.874,
        "pairs": 8,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-30",
        "index": 125.874,
        "pairs": 8,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-31",
        "index": 125.874,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-01",
        "index": 125.874,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-02",
        "index": 125.874,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-03",
        "index": 125.874,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-04",
        "index": 125.874,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-05",
        "index": 125.874,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-06",
        "index": 125.874,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-07",
        "index": 125.874,
        "pairs": 9,
        "dayChangePct": 0
      }
    ],
    "latest": 125.874,
    "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": "koulis",
      "name": "koulis",
      "url": "https://koulis.ai",
      "short_summary": "manages restaurant reservations and acts as AI concierge for phone calls, WhatsApp, and SMS",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 91.09,
        "monthly_usd": 105.03,
        "headline": "Free tier, then from $91.09/mo",
        "summary": "Free tier, then from $91.09/mo. Koulis propose un plan gratuit à vie jusqu’à 300 réservations mensuelles et un plan Premium à 79€ par mois avec réservations illimitées."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "per_diem",
      "name": "Per Diem",
      "url": "https://tryperdiem.com/",
      "short_summary": "Builds branded mobile ordering apps for Square-based restaurants and cafes, with loyalty rewards, order-ahead, and delivery",
      "price": {
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 99,
        "monthly_usd": 99,
        "headline": "From $99/mo",
        "summary": "From $99/mo. Per Diem publicly lists Starter at $99/month and Pro at $199/month, with additional-location and per-order fees also disclosed."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "ioni",
      "name": "Ioni",
      "url": "https://ioni.ai/",
      "short_summary": "reads uploaded food safety documents and builds an audit-ready compliance system, including HACCP plans, CCP monitoring, operator checklists, supplier certific…",
      "price": {
        "observed": true,
        "billing": "one-time",
        "lowest_monthly_usd": 500,
        "monthly_usd": 500,
        "headline": "From $500/mo",
        "summary": "From $500/mo. IONI publicly lists its HACCP Plan Builder at $500 for an audit-ready HACCP plan package."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "aedan_rose",
      "name": "Aedan Rose",
      "url": "https://aedanrose.ai/faq/how-much-does-restaurant-ai-cost",
      "short_summary": "Restaurant AI agent for guest conversations, reservations, customer engagement, scheduling, analytics, and feedback management across restaurant locations.",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 79,
        "monthly_usd": 79,
        "headline": "Free tier, then from $79/mo",
        "summary": "Free tier, then from $79/mo. Aedan Rose offers a permanent free order-only tier and paid restaurant plans from $79 to $949 per location per month, with annual billing available."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    },
    {
      "agent_id": "avm_ai_2",
      "name": "Avm Ai 2",
      "url": "https://bbs.fobshanghai.com/company/u176muc684e6395.html",
      "short_summary": "AI copilot for restaurants that handles guest communication, delivery orders, inventory, reservations, and loyalty programs. Serves as an intelligent core for…",
      "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": "chefbase",
      "name": "Chefbase",
      "url": "https://chefbase.io/",
      "short_summary": "All-in-one software for culinary professionals with AI copilot Chef Thomas. Manages technical sheets, food costs, recipe formulation, ice cream/ganache balanci…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "Chefbase advertises a 14-day free trial and early access but provides no public subscription pricing."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    },
    {
      "agent_id": "codersarts_restaurant_agents",
      "name": "Codersarts Restaurant Agents",
      "url": "https://agents.codersarts.dev/solutions/restaurants",
      "short_summary": "AI chatbot solutions for restaurants and food service businesses. Automates reservations, menu inquiries, ordering, and customer support to improve operational…",
      "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
    },
    {
      "agent_id": "deliverect_n8n_ai_agents",
      "name": "Deliverect N8n Ai Agents",
      "url": "https://deliverect.com/en/deliverect-n8n-ai-agents-restaurants",
      "short_summary": "Enterprise-ready AI agent library for QSR brands, offering pre-built automations for restaurant operations like peak hour management, dynamic promotions, and p…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public pricing or plan amounts were observed on the supplied homepage."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    },
    {
      "agent_id": "dineo",
      "name": "Dineo",
      "url": "https://spiderx.ai/dineo",
      "short_summary": "AI-powered phone agent for restaurants that automates table reservations, manages waitlists, handles customer preferences, and integrates with POS systems like…",
      "price": {
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 249,
        "monthly_usd": 249,
        "headline": "From $249/mo",
        "summary": "From $249/mo. Dineo offers tiered subscription pricing for AI restaurant booking agents starting at $249/month per location (Essential plan) with a one-time $499 setup fee, plus higher-tier and custom enterprise options."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    },
    {
      "agent_id": "iyree",
      "name": "Iyree",
      "url": "https://iyree.com/",
      "short_summary": "AI copilot for restaurant operators that integrates POS, inventory, labor and social data into a conversational interface. Enables restaurant managers to chat…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "IYREE is in private beta and offers free access by request, but no public pricing is shown."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    }
  ],
  "platforms_also_here": [
    {
      "agent_id": "ai_menu",
      "name": "Ai Menu",
      "url": "https://ai-menu.com/",
      "short_summary": "Restaurant technology platform for hospitality venues, combining POS, ordering, payments, bookings, reporting, and AI automation. Includes an AI phone agent fo…",
      "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": "ai-restaurant-pos",
      "also_covers": true,
      "upvotes": 0
    }
  ],
  "page_url": "https://agentery.com/market/restaurant-operations",
  "summary": {
    "niche": "restaurant-operations",
    "sector": "hospitality",
    "pricing_by_provider_type": {
      "headline": "No published benchmark for restaurant-operations yet — too few comparable priced providers. Observed offers are listed.",
      "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": 2,
          "reliability": "low",
          "median": null,
          "p25": null,
          "p75": null,
          "status": "observed_offers_only",
          "observed_offers": [
            99,
            249
          ]
        },
        {
          "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": 2,
          "reliability": "low",
          "median": null,
          "p25": null,
          "p75": null,
          "status": "observed_offers_only",
          "observed_offers": [
            79,
            199
          ]
        },
        {
          "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": 2,
          "reliability": "low",
          "median": null,
          "p25": null,
          "p75": null,
          "status": "observed_offers_only",
          "observed_offers": [
            299,
            399
          ]
        }
      ],
      "warnings": [],
      "full_pricing_via": {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "restaurant-operations"
        },
        "note": "add provider_type + buyer_tier for a specific cohort"
      }
    },
    "page_url": "https://agentery.com/market/restaurant-operations",
    "counts": {
      "listings_with_price_capture": 13,
      "listings_with_observed_public_price": 5,
      "providers_with_numeric_monthly_price_latest_scan": 5,
      "like_for_like_comparable_pairs": 5
    },
    "movement": {
      "d": {
        "published": false,
        "value_pct": null,
        "held_reason": null
      },
      "w": {
        "published": false,
        "value_pct": null,
        "held_reason": null
      },
      "m": {
        "published": true,
        "value_pct": 25.9,
        "driver": "aedan_rose's \"Professional\" $79→$149 (+89%)"
      }
    },
    "pricing_version": "cohorts-1",
    "pricing_status": "ok",
    "pricing_by_tier": [
      {
        "tier": "individual",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 174,
        "provider_count": 2,
        "plan_observation_count": 2,
        "data_confidence": 0.15,
        "data_confidence_basis": {
          "provider_component": 0.17,
          "observation_component": 0.1,
          "provider_count": 2,
          "plan_observation_count": 2
        },
        "reliability": "low",
        "members": [
          {
            "provider": "per_diem",
            "usd": 99
          },
          {
            "provider": "dineo",
            "usd": 249
          }
        ]
      },
      {
        "tier": "pro",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 90.06,
        "provider_count": 3,
        "plan_observation_count": 3,
        "data_confidence": 0.23,
        "data_confidence_basis": {
          "provider_component": 0.25,
          "observation_component": 0.15,
          "provider_count": 3,
          "plan_observation_count": 3
        },
        "reliability": "low",
        "members": [
          {
            "provider": "aedan_rose",
            "usd": 79
          },
          {
            "provider": "koulis",
            "usd": 90.06
          },
          {
            "provider": "per_diem",
            "usd": 199
          }
        ]
      },
      {
        "tier": "team_sme",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 349,
        "provider_count": 2,
        "plan_observation_count": 2,
        "data_confidence": 0.15,
        "data_confidence_basis": {
          "provider_component": 0.17,
          "observation_component": 0.1,
          "provider_count": 2,
          "plan_observation_count": 2
        },
        "reliability": "low",
        "members": [
          {
            "provider": "aedan_rose",
            "usd": 299
          },
          {
            "provider": "dineo",
            "usd": 399
          }
        ]
      }
    ],
    "pricing_coverage": {
      "listings_with_price_capture": 13,
      "listings_with_observed_public_price": 5,
      "normalized_observations": 8,
      "comparable_providers": 4,
      "strict_cohorts": 3,
      "exclusion_reasons": {
        "ambiguous_cadence": 1,
        "usage_not_monthly": 1,
        "one_time": 1
      }
    },
    "pricing_note": "Provider-deduped, FX-normalized monthly medians, separated by buyer tier AND billing unit (flat/per_seat/per_user/per_agent) — incompatible units are never blended. Ranges (p25/p75) only at >=5 providers; data_confidence is provider-count-weighted. Usage-metered, promo, range, one-time and ambiguous-cadence plans are excluded.",
    "pricing_excluded_observations": {
      "ambiguous_cadence": 1,
      "usage_not_monthly": 1,
      "one_time": 1
    },
    "billing_mix": {
      "freemium": 2,
      "subscription": 2,
      "one-time": 1
    },
    "free_tier_share": 0.4,
    "top_providers": [
      {
        "agent_id": "koulis",
        "name": "koulis",
        "price": {
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 91.09,
          "monthly_usd": 105.03,
          "headline": "Free tier, then from $91.09/mo",
          "summary": "Free tier, then from $91.09/mo. Koulis propose un plan gratuit à vie jusqu’à 300 réservations mensuelles et un plan Premium à 79€ par mois avec réservations illimitées."
        },
        "observed": true
      },
      {
        "agent_id": "per_diem",
        "name": "Per Diem",
        "price": {
          "observed": true,
          "billing": "subscription",
          "lowest_monthly_usd": 99,
          "monthly_usd": 99,
          "headline": "From $99/mo",
          "summary": "From $99/mo. Per Diem publicly lists Starter at $99/month and Pro at $199/month, with additional-location and per-order fees also disclosed."
        },
        "observed": true
      },
      {
        "agent_id": "ioni",
        "name": "Ioni",
        "price": {
          "observed": true,
          "billing": "one-time",
          "lowest_monthly_usd": 500,
          "monthly_usd": 500,
          "headline": "From $500/mo",
          "summary": "From $500/mo. IONI publicly lists its HACCP Plan Builder at $500 for an audit-ready HACCP plan package."
        },
        "observed": true
      },
      {
        "agent_id": "aedan_rose",
        "name": "Aedan Rose",
        "price": {
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 79,
          "monthly_usd": 79,
          "headline": "Free tier, then from $79/mo",
          "summary": "Free tier, then from $79/mo. Aedan Rose offers a permanent free order-only tier and paid restaurant plans from $79 to $949 per location per month, with annual billing available."
        },
        "observed": true
      },
      {
        "agent_id": "avm_ai_2",
        "name": "Avm Ai 2",
        "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": "restaurant-operations"
        },
        "purpose": "full observed price distribution + per-tier medians for this niche"
      },
      {
        "tool": "niche_report",
        "arguments": {
          "niche": "restaurant-operations",
          "response_mode": "full"
        },
        "purpose": "the complete report incl. index series and tier decomposition"
      },
      {
        "tool": "suggest_alternatives",
        "arguments": {
          "agent_id": "koulis"
        },
        "purpose": "comparable (optionally cheaper) providers to a named agent"
      },
      {
        "tool": "get_agent_profile",
        "arguments": {
          "agent_id": "koulis"
        },
        "purpose": "full profile, integrations and pricing for one provider"
      }
    ]
  }
}