AI Marketing Mix Modelling

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      "enterprise": 5,
      "individual": 0,
      "pro": 0
    },
    "billingMix": {
      "freemium": 2,
      "contact_sales": 3,
      "subscription": 7,
      "usage": 1
    },
    "freeTierShare": 0.15,
    "medianLowestUsd": 75.32
  },
  "movement": {
    "niche": "ai-marketing-mix-modelling",
    "sector": "sales-marketing-revops",
    "pricedNow": 10,
    "pairs": 9,
    "repriced": [
      {
        "handle": "supermetrics",
        "from": 54.92,
        "to": 54.95,
        "pct": 0.1
      },
      {
        "handle": "dema_ai",
        "from": 280.19,
        "to": 280.38,
        "pct": 0.1
      },
      {
        "handle": "adcrunch",
        "from": 110.96,
        "to": 111.03,
        "pct": 0.1
      }
    ],
    "newlyPriced": [],
    "droppedFromPriced": [],
    "likeForLikePct": 0,
    "kind": "repricing",
    "narrative": "Genuine repricing: 3 agents repriced — all up (avg +0%)."
  },
  "index_series": {
    "series": [
      {
        "day": "2026-09-17",
        "index": 100,
        "pairs": 17,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-18",
        "index": 100,
        "pairs": 17,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-19",
        "index": 100,
        "pairs": 17,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-20",
        "index": 100,
        "pairs": 17,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-21",
        "index": 100,
        "pairs": 17,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-22",
        "index": 100,
        "pairs": 18,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-23",
        "index": 100,
        "pairs": 14,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-24",
        "index": 100,
        "pairs": 14,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-25",
        "index": 100,
        "pairs": 17,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-26",
        "index": 100,
        "pairs": 13,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-27",
        "index": 100,
        "pairs": 13,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-28",
        "index": 100,
        "pairs": 16,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-29",
        "index": 100,
        "pairs": 16,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-30",
        "index": 100,
        "pairs": 16,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-01",
        "index": 100,
        "pairs": 16,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-02",
        "index": 100,
        "pairs": 16,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-03",
        "index": 100,
        "pairs": 19,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-04",
        "index": 100,
        "pairs": 20,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-05",
        "index": 100,
        "pairs": 19,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-06",
        "index": 100,
        "pairs": 16,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-07",
        "index": 100,
        "pairs": 15,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-08",
        "index": 100,
        "pairs": 15,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-09",
        "index": 100,
        "pairs": 15,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-10",
        "index": 100,
        "pairs": 16,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-11",
        "index": 100,
        "pairs": 16,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-12",
        "index": 100,
        "pairs": 16,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-13",
        "index": 100,
        "pairs": 18,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-14",
        "index": 100,
        "pairs": 17,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-15",
        "index": 100,
        "pairs": 17,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-16",
        "index": 100,
        "pairs": 17,
        "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": "adadvisor_meta_ads",
      "name": "Meta Ads",
      "url": "https://www.adadvisor.ai/docs/user-guide/getting-started-with-mcp?utm_source=smithery",
      "short_summary": "Provides AI assistants direct access to Meta Ads data for analysis, campaign management, and optimization",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "STARTER",
            "monthly_native": 19.99,
            "monthly_usd": 19.99,
            "commitment": "monthly",
            "basis": "$19.99/month",
            "billing_verified": true
          },
          "currency": "USD",
          "lines": [
            {
              "name": "FREE",
              "price": "$0/mo",
              "kind": "free",
              "billed": "monthly"
            },
            {
              "name": "STARTER",
              "price": "$19.99/mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "PRO",
              "price": "$49.99/mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "ENTERPRISE",
              "price": "$89.99/mo",
              "kind": "base_subscription",
              "billed": "monthly"
            }
          ]
        },
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 19.99,
        "monthly_usd": 19.99,
        "headline": "Free plan; paid from $19.99/mo",
        "summary": "Free plan; paid from $19.99/mo. AdAdvisor offers a freemium model with a free tier (20 calls/month, 1 business) and paid plans from $19.99–$89.99/month, scaling by daily tool-call volume and number of connected businesses."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "adcrunch",
      "name": "adcrunch",
      "url": "https://adcrunch.dev?utm_source=smithery&utm_medium=directory",
      "short_summary": "Query live ad campaign data across Meta, TikTok, and Google Ads in natural language",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Pro",
            "monthly_native": 99,
            "monthly_usd": 111.03,
            "commitment": "monthly",
            "basis": "€99/month",
            "billing_verified": true
          },
          "currency": "EUR",
          "notes": [
            "prices in EUR as published; USD figures are conversions at 2026-10-16"
          ],
          "lines": [
            {
              "name": "Pro",
              "price": "€99/mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Enterprise",
              "price": "Custom",
              "kind": "custom"
            }
          ]
        },
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 111.03,
        "monthly_usd": 111.03,
        "headline": "From €99/mo",
        "summary": "From €99/mo. AdCrunch offers a €99/month Pro subscription with unlimited accounts and seats, plus a custom-priced Enterprise plan."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "marketing",
      "name": "Marketing",
      "url": "https://www.1clickreport.com",
      "short_summary": "analyzes marketing data across platforms and manages advertising campaigns",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Solo",
            "monthly_native": 25,
            "monthly_usd": 25,
            "commitment": "monthly",
            "basis": "$25/month",
            "billing_verified": false,
            "billing_note": "the pricing page has a \"Monthly Annual Save 20%\" toggle and only one state was captured; this may be the annual-billing rate, so the month-to-month price is not verified"
          },
          "currency": "USD",
          "notes": [
            "billing period unverified: the pricing page has a \"Monthly Annual Save 20%\" toggle and only one state was captured; this may be the annual-billing rate, so the month-to-month price is not verified"
          ],
          "lines": [
            {
              "name": "Solo",
              "price": "$25 / month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Team",
              "price": "$99 / month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Agency",
              "price": "$249 / month",
              "kind": "base_subscription",
              "billed": "monthly"
            }
          ]
        },
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 25,
        "monthly_usd": 25,
        "headline": "From $25/mo (billing period unverified: page has a Monthly/Annual toggle)",
        "summary": "From $25/mo (billing period unverified: page has a Monthly/Annual toggle). 1ClickReport offers three paid monthly plans from $25 to $249, with a 7-day free trial and an annual billing option advertised as saving 20% but without a stated annual price."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "moltarch",
      "name": "moltarch",
      "url": "https://moltarch.com",
      "short_summary": "provides marketing intelligence and strategic recommendations for AI agents based on anonymized agency campaign data",
      "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": "ai_marketing_analytics_copilot",
      "name": "AI Marketing Analytics Copilot",
      "url": "https://automads.ai/tools/ai-marketing-analytics-copilot",
      "short_summary": "Reads Meta and paid social analytics, explains what changed, and suggests next steps to test for ad campaigns",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Company",
            "monthly_native": 32,
            "monthly_usd": 32,
            "commitment": "monthly",
            "basis": "$32/month",
            "billing_verified": false,
            "billing_note": "the pricing page has a \"Monthly Annual Save 2 months\" toggle and only one state was captured; this may be the annual-billing rate, so the month-to-month price is not verified"
          },
          "currency": "USD",
          "notes": [
            "billing period unverified: the pricing page has a \"Monthly Annual Save 2 months\" toggle and only one state was captured; this may be the annual-billing rate, so the month-to-month price is not verified"
          ],
          "lines": [
            {
              "name": "Company",
              "price": "$32/mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Scale",
              "price": "Contact Sales",
              "kind": "custom"
            },
            {
              "name": "Agency",
              "price": "Contact Sales",
              "kind": "custom"
            }
          ]
        },
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 32,
        "monthly_usd": 32,
        "headline": "From $32/mo (billing period unverified: page has a Monthly/Annual toggle)",
        "summary": "From $32/mo (billing period unverified: page has a Monthly/Annual toggle). Freemium SaaS with a 14-day free trial, then $32/month for the Company plan; Scale and Agency plans require contacting sales based on ad spend."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "marketing_mix_ai_agent",
      "name": "Marketing Mix AI Agent",
      "url": "https://domo.com/ai/agents/marketing-mix-ai-agent",
      "short_summary": "Builds a Marketing Mix Model using ML-based ROI attribution across channels, recommends optimal budget allocation, and provides an interactive dashboard for sc…",
      "price": {
        "commercial": {
          "currency": "USD",
          "lines": [
            {
              "name": "Free Trial",
              "price": "Free trial",
              "kind": "trial"
            },
            {
              "name": "Custom Pricing",
              "price": "Custom Pricing",
              "kind": "custom"
            }
          ]
        },
        "observed": true,
        "billing": "contact_sales",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Contact sales (no public price)",
        "summary": "Contact sales (no public price). Domo offers a 30-day free trial and custom-priced plans with no public recurring price listed."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "openrushmcp",
      "name": "Openrushmcp",
      "url": "https://www.openrush.com",
      "short_summary": "OpenRush is an agent-native marketing data API giving AI agents clean facts on competitors, search, analytics, and ads data. We are building the unified contex…",
      "price": {
        "commercial": {
          "rates": [
            {
              "line": "Pay per call",
              "per": "per 1,000 credit",
              "text": "$10 per 1,000 credit"
            }
          ],
          "currency": "USD",
          "lines": [
            {
              "name": "Pay per call",
              "price": "$10 per 1,000 credits",
              "kind": "usage_rate",
              "unit": "1,000 credit",
              "billed": "usage"
            }
          ]
        },
        "observed": true,
        "billing": "usage",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "$10 per 1,000 credit (usage-based)",
        "summary": "$10 per 1,000 credit (usage-based). OpenRush uses prepaid usage-based pricing at $10 per 1,000 credits, with no subscription or per-user fees."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "campaign_performance_analysis_",
      "name": "Campaign Performance Analysis Insights Agent",
      "url": "https://adoption.microsoft.com/en-us/scenario-library/marketing/campaign-performance-analysis-insights-agent",
      "short_summary": "tracks and analyzes marketing campaign performance to generate insights and optimization recommendations",
      "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": "low",
      "upvotes": 0
    },
    {
      "agent_id": "pimea",
      "name": "pimea",
      "url": "https://pimea.ai",
      "short_summary": "Hidden intelligence for AI marketing agents. Strategic recommendations, brand identities, campaign plans — grounded in real campaign data, not LLM guesses.",
      "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": "low",
      "upvotes": 0
    },
    {
      "agent_id": "quick_dash",
      "name": "快客 - Quick_Dash - MCP",
      "url": "https://smithery.ai/server/analyze/Quick_Dash",
      "short_summary": "透過 CLAUDE 連結快客以存取各大平台廣告數據。",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public pricing is shown on the analyzed server page."
      },
      "evidence_quality": "low",
      "upvotes": 0
    }
  ],
  "platforms_also_here": [
    {
      "agent_id": "wellows",
      "name": "Gemini Enterprise Agent Platform",
      "url": "https://wellows.com",
      "short_summary": "tracks and grows a brand's visibility in AI search engines by monitoring citations, optimizing content, and generating outreach to get cited more often",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Basic",
            "monthly_native": 29,
            "monthly_usd": 29,
            "commitment": "monthly",
            "basis": "$29/month",
            "billing_verified": true
          },
          "currency": "USD",
          "lines": [
            {
              "name": "Basic",
              "price": "$29 /mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Standard",
              "price": "$97 /mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Growth",
              "price": "$249 /mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Scale",
              "price": "$497 /mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Custom plan",
              "price": "Contact sales",
              "kind": "custom"
            }
          ]
        },
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 29,
        "monthly_usd": 29,
        "headline": "From $29/mo",
        "summary": "From $29/mo. Wellows offers four public monthly subscription plans from $29 to $497, each with a 7-day free trial, plus a custom contact-sales plan."
      },
      "home_niche": "seo-agent",
      "also_covers": true,
      "upvotes": 0
    }
  ],
  "page_url": "https://agentery.com/market/ai-marketing-mix-modelling",
  "summary": {
    "niche": "ai-marketing-mix-modelling",
    "sector": "sales-marketing-revops",
    "pricing_by_provider_type": {
      "headline": "Prices differ by provider type and buyer tier — no blended headline is used. Strongest cohort: MCP servers · Individual median $40/mo (4 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": 4,
          "reliability": "low",
          "median": 40.43,
          "p25": null,
          "p75": null,
          "status": "median_only"
        },
        {
          "provider_type": "agent",
          "provider_type_label": "Agents",
          "buyer_tier": "team_sme",
          "buyer_tier_label": "Team / SME",
          "pricing_unit": "flat",
          "pricing_unit_label": "flat monthly",
          "comparable_provider_count": 3,
          "reliability": "low",
          "median": 513,
          "p25": null,
          "p75": null,
          "status": "median_only"
        },
        {
          "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": 3,
          "reliability": "low",
          "median": 89,
          "p25": null,
          "p75": null,
          "status": "median_only"
        },
        {
          "provider_type": "mcp",
          "provider_type_label": "MCP servers",
          "buyer_tier": "team_sme",
          "buyer_tier_label": "Team / SME",
          "pricing_unit": "flat",
          "pricing_unit_label": "flat monthly",
          "comparable_provider_count": 3,
          "reliability": "low",
          "median": 226.86,
          "p25": null,
          "p75": null,
          "status": "median_only"
        },
        {
          "provider_type": "agent",
          "provider_type_label": "Agents",
          "buyer_tier": "enterprise",
          "buyer_tier_label": "Enterprise",
          "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": [
            999,
            4000
          ]
        },
        {
          "provider_type": "mcp",
          "provider_type_label": "MCP servers",
          "buyer_tier": "enterprise",
          "buyer_tier_label": "Enterprise",
          "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": [
            89.99,
            1049
          ]
        }
      ],
      "warnings": [],
      "full_pricing_via": {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "ai-marketing-mix-modelling"
        },
        "note": "add provider_type + buyer_tier for a specific cohort"
      }
    },
    "page_url": "https://agentery.com/market/ai-marketing-mix-modelling",
    "counts": {
      "listings_with_price_capture": 20,
      "listings_with_observed_public_price": 13,
      "providers_with_numeric_monthly_price_latest_scan": 10,
      "like_for_like_comparable_pairs": 9
    },
    "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": 55.86,
        "provider_count": 5,
        "plan_observation_count": 5,
        "data_confidence": 0.38,
        "data_confidence_basis": {
          "provider_component": 0.42,
          "observation_component": 0.25,
          "provider_count": 5,
          "plan_observation_count": 5
        },
        "reliability": "medium",
        "members": [
          {
            "provider": "adadvisor_meta_ads",
            "usd": 19.99
          },
          {
            "provider": "marketing",
            "usd": 25
          },
          {
            "provider": "supermetrics",
            "usd": 55.86
          },
          {
            "provider": "google_meta_ads_ga4_mcp",
            "usd": 129
          },
          {
            "provider": "dema_ai",
            "usd": 285
          }
        ],
        "p25": 25,
        "p75": 129
      },
      {
        "tier": "pro",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 89,
        "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": "adadvisor_meta_ads",
            "usd": 49.99
          },
          {
            "provider": "google_meta_ads_ga4_mcp",
            "usd": 89
          },
          {
            "provider": "adcrunch",
            "usd": 112.86
          }
        ]
      },
      {
        "tier": "team_sme",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 226.86,
        "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": "ai_marketing_analytics_copilot",
            "usd": 32
          },
          {
            "provider": "marketing",
            "usd": 174
          },
          {
            "provider": "supermetrics",
            "usd": 226.86
          },
          {
            "provider": "google_meta_ads_ga4_mcp",
            "usd": 279
          },
          {
            "provider": "revsure_ai",
            "usd": 6000
          }
        ],
        "p25": 174,
        "p75": 279
      },
      {
        "tier": "enterprise",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 1024,
        "provider_count": 4,
        "plan_observation_count": 5,
        "data_confidence": 0.32,
        "data_confidence_basis": {
          "provider_component": 0.33,
          "observation_component": 0.25,
          "provider_count": 4,
          "plan_observation_count": 5
        },
        "reliability": "low",
        "members": [
          {
            "provider": "adadvisor_meta_ads",
            "usd": 89.99
          },
          {
            "provider": "uxon_ai",
            "usd": 999
          },
          {
            "provider": "google_meta_ads_ga4_mcp",
            "usd": 1049
          },
          {
            "provider": "revsure_ai",
            "usd": 4000
          }
        ]
      }
    ],
    "pricing_coverage": {
      "listings_with_price_capture": 20,
      "listings_with_observed_public_price": 13,
      "normalized_observations": 19,
      "comparable_providers": 9,
      "strict_cohorts": 4,
      "exclusion_reasons": {
        "ambiguous_cadence": 6,
        "usage_not_monthly": 1,
        "unrankable_or_unparseable": 3
      }
    },
    "pricing_note": "Provider-deduped, FX-normalized monthly medians, separated by buyer tier AND billing unit (flat/per_seat/per_user/per_agent) — incompatible units are never blended. Ranges (p25/p75) only at >=5 providers; data_confidence is provider-count-weighted. Usage-metered, promo, range, one-time and ambiguous-cadence plans are excluded.",
    "pricing_excluded_observations": {
      "ambiguous_cadence": 6,
      "usage_not_monthly": 1,
      "unrankable_or_unparseable": 3
    },
    "billing_mix": {
      "freemium": 2,
      "contact_sales": 3,
      "subscription": 7,
      "usage": 1
    },
    "free_tier_share": 0.15,
    "top_providers": [
      {
        "agent_id": "adadvisor_meta_ads",
        "name": "Meta Ads",
        "price": {
          "commercial": {
            "entry_offer": {
              "line": "STARTER",
              "monthly_native": 19.99,
              "monthly_usd": 19.99,
              "commitment": "monthly",
              "basis": "$19.99/month",
              "billing_verified": true
            },
            "currency": "USD",
            "lines": [
              {
                "name": "FREE",
                "price": "$0/mo",
                "kind": "free",
                "billed": "monthly"
              },
              {
                "name": "STARTER",
                "price": "$19.99/mo",
                "kind": "base_subscription",
                "billed": "monthly"
              },
              {
                "name": "PRO",
                "price": "$49.99/mo",
                "kind": "base_subscription",
                "billed": "monthly"
              },
              {
                "name": "ENTERPRISE",
                "price": "$89.99/mo",
                "kind": "base_subscription",
                "billed": "monthly"
              }
            ]
          },
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 19.99,
          "monthly_usd": 19.99,
          "headline": "Free plan; paid from $19.99/mo",
          "summary": "Free plan; paid from $19.99/mo. AdAdvisor offers a freemium model with a free tier (20 calls/month, 1 business) and paid plans from $19.99–$89.99/month, scaling by daily tool-call volume and number of connected businesses."
        },
        "observed": true
      },
      {
        "agent_id": "adcrunch",
        "name": "adcrunch",
        "price": {
          "commercial": {
            "entry_offer": {
              "line": "Pro",
              "monthly_native": 99,
              "monthly_usd": 111.03,
              "commitment": "monthly",
              "basis": "€99/month",
              "billing_verified": true
            },
            "currency": "EUR",
            "notes": [
              "prices in EUR as published; USD figures are conversions at 2026-10-16"
            ],
            "lines": [
              {
                "name": "Pro",
                "price": "€99/mo",
                "kind": "base_subscription",
                "billed": "monthly"
              },
              {
                "name": "Enterprise",
                "price": "Custom",
                "kind": "custom"
              }
            ]
          },
          "observed": true,
          "billing": "subscription",
          "lowest_monthly_usd": 111.03,
          "monthly_usd": 111.03,
          "headline": "From €99/mo",
          "summary": "From €99/mo. AdCrunch offers a €99/month Pro subscription with unlimited accounts and seats, plus a custom-priced Enterprise plan."
        },
        "observed": true
      },
      {
        "agent_id": "marketing",
        "name": "Marketing",
        "price": {
          "commercial": {
            "entry_offer": {
              "line": "Solo",
              "monthly_native": 25,
              "monthly_usd": 25,
              "commitment": "monthly",
              "basis": "$25/month",
              "billing_verified": false,
              "billing_note": "the pricing page has a \"Monthly Annual Save 20%\" toggle and only one state was captured; this may be the annual-billing rate, so the month-to-month price is not verified"
            },
            "currency": "USD",
            "notes": [
              "billing period unverified: the pricing page has a \"Monthly Annual Save 20%\" toggle and only one state was captured; this may be the annual-billing rate, so the month-to-month price is not verified"
            ],
            "lines": [
              {
                "name": "Solo",
                "price": "$25 / month",
                "kind": "base_subscription",
                "billed": "monthly"
              },
              {
                "name": "Team",
                "price": "$99 / month",
                "kind": "base_subscription",
                "billed": "monthly"
              },
              {
                "name": "Agency",
                "price": "$249 / month",
                "kind": "base_subscription",
                "billed": "monthly"
              }
            ]
          },
          "observed": true,
          "billing": "subscription",
          "lowest_monthly_usd": 25,
          "monthly_usd": 25,
          "headline": "From $25/mo (billing period unverified: page has a Monthly/Annual toggle)",
          "summary": "From $25/mo (billing period unverified: page has a Monthly/Annual toggle). 1ClickReport offers three paid monthly plans from $25 to $249, with a 7-day free trial and an annual billing option advertised as saving 20% but without a stated annual price."
        },
        "observed": true
      },
      {
        "agent_id": "moltarch",
        "name": "moltarch",
        "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": "ai_marketing_analytics_copilot",
        "name": "AI Marketing Analytics Copilot",
        "price": {
          "commercial": {
            "entry_offer": {
              "line": "Company",
              "monthly_native": 32,
              "monthly_usd": 32,
              "commitment": "monthly",
              "basis": "$32/month",
              "billing_verified": false,
              "billing_note": "the pricing page has a \"Monthly Annual Save 2 months\" toggle and only one state was captured; this may be the annual-billing rate, so the month-to-month price is not verified"
            },
            "currency": "USD",
            "notes": [
              "billing period unverified: the pricing page has a \"Monthly Annual Save 2 months\" toggle and only one state was captured; this may be the annual-billing rate, so the month-to-month price is not verified"
            ],
            "lines": [
              {
                "name": "Company",
                "price": "$32/mo",
                "kind": "base_subscription",
                "billed": "monthly"
              },
              {
                "name": "Scale",
                "price": "Contact Sales",
                "kind": "custom"
              },
              {
                "name": "Agency",
                "price": "Contact Sales",
                "kind": "custom"
              }
            ]
          },
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 32,
          "monthly_usd": 32,
          "headline": "From $32/mo (billing period unverified: page has a Monthly/Annual toggle)",
          "summary": "From $32/mo (billing period unverified: page has a Monthly/Annual toggle). Freemium SaaS with a 14-day free trial, then $32/month for the Company plan; Scale and Agency plans require contacting sales based on ad spend."
        },
        "observed": true
      }
    ],
    "suggested_next_calls": [
      {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "ai-marketing-mix-modelling"
        },
        "purpose": "full observed price distribution + per-tier medians for this niche"
      },
      {
        "tool": "niche_report",
        "arguments": {
          "niche": "ai-marketing-mix-modelling",
          "response_mode": "full"
        },
        "purpose": "the complete report incl. index series and tier decomposition"
      },
      {
        "tool": "suggest_alternatives",
        "arguments": {
          "agent_id": "adadvisor_meta_ads"
        },
        "purpose": "comparable (optionally cheaper) providers to a named agent"
      },
      {
        "tool": "get_agent_profile",
        "arguments": {
          "agent_id": "adadvisor_meta_ads"
        },
        "purpose": "full profile, integrations and pricing for one provider"
      }
    ]
  }
}