Competitive Intelligence

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              }
            ]
          },
          {
            "billing": "usage",
            "unit": "per_agent",
            "count": 2,
            "offers": [
              {
                "provider": "kathy_ai_competitor_analyst",
                "tier": "individual",
                "billing": "usage",
                "unit": "per_agent",
                "price": "$0.08/agent run",
                "monthly_usd": null
              },
              {
                "provider": "kathy_ai_competitor_analyst",
                "tier": "enterprise",
                "billing": "usage",
                "unit": "per_agent",
                "price": "$0.03/agent run",
                "monthly_usd": null
              }
            ]
          },
          {
            "billing": "usage",
            "unit": "per_call",
            "count": 4,
            "offers": [
              {
                "provider": "short_form_data",
                "tier": "individual",
                "billing": "usage",
                "unit": "per_call",
                "price": "$0.05/call",
                "monthly_usd": null
              },
              {
                "provider": "short_form_data",
                "tier": "individual",
                "billing": "usage",
                "unit": "per_call",
                "price": "$0.25/call",
                "monthly_usd": null
              },
              {
                "provider": "short_form_data",
                "tier": "individual",
                "billing": "usage",
                "unit": "per_call",
                "price": "$0.25/call",
                "monthly_usd": null
              },
              {
                "provider": "short_form_data",
                "tier": "individual",
                "billing": "usage",
                "unit": "per_call",
                "price": "$0.50/call",
                "monthly_usd": null
              }
            ]
          },
          {
            "billing": "unspecified_period",
            "unit": "flat",
            "count": 12,
            "offers": [
              {
                "provider": "domo_marketing_intelligence",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact Sales",
                "monthly_usd": null
              },
              {
                "provider": "idea_reality_mcp",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "marketing_intelligence",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Talk to us",
                "monthly_usd": null
              },
              {
                "provider": "meltwater_ai",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact Sales",
                "monthly_usd": null
              },
              {
                "provider": "meltwater_ai",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact Sales",
                "monthly_usd": null
              },
              {
                "provider": "meltwater_ai",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact Sales",
                "monthly_usd": null
              },
              {
                "provider": "meltwater_ai",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact Sales",
                "monthly_usd": null
              },
              {
                "provider": "optimly_scout",
                "tier": "team_sme",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Price confirmed before you commit",
                "monthly_usd": null
              },
              {
                "provider": "realm_competitive_intelligence",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "realm_competitive_intelligence",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "sociality_mcp",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "theo_growth",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              }
            ]
          }
        ],
        "coverage": {
          "priced_providers": 22,
          "normalized_observations": 29,
          "comparable_providers": 15,
          "strict_cohorts": 3,
          "exclusion_reasons": {
            "usage_not_monthly": 16,
            "ambiguous_cadence": 12,
            "free_or_zero": 1,
            "one_time": 10,
            "unrankable_or_unparseable": 1
          }
        }
      }
    },
    "billingMix": {
      "subscription": 7,
      "usage": 4,
      "freemium": 9,
      "free": 1,
      "contact_sales": 3,
      "one-time": 1
    },
    "freeTierShare": 0.4,
    "medianLowestUsd": 30
  },
  "movement": {
    "niche": "competitive-intelligence",
    "sector": "sales-marketing-revops",
    "pricedNow": 17,
    "pairs": 17,
    "repriced": [
      {
        "handle": "realm_competitive_intelligence",
        "from": 978.41,
        "to": 980.03,
        "pct": 0.2
      },
      {
        "handle": "industrylens",
        "from": 67.91,
        "to": 68.03,
        "pct": 0.2
      },
      {
        "handle": "panoramata_ai_competitive_anal",
        "from": 113.96,
        "to": 114.15,
        "pct": 0.2
      },
      {
        "handle": "glimpse_hq",
        "from": 46.04,
        "to": 46.12,
        "pct": 0.2
      },
      {
        "handle": "theo_growth",
        "from": 56.4,
        "to": 56.5,
        "pct": 0.2
      }
    ],
    "newlyPriced": [],
    "droppedFromPriced": [
      "stackswap"
    ],
    "likeForLikePct": 0.1,
    "kind": "mixed",
    "narrative": "Repricing + composition: 5 agents repriced — all up (avg +0.1%); 1 stopped showing a public price."
  },
  "index_series": {
    "series": [
      {
        "day": "2026-07-08",
        "index": 100,
        "pairs": 22,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-09",
        "index": 100,
        "pairs": 23,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-10",
        "index": 100,
        "pairs": 23,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-11",
        "index": 100,
        "pairs": 17,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-12",
        "index": 100,
        "pairs": 13,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-13",
        "index": 100,
        "pairs": 22,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-14",
        "index": 100,
        "pairs": 26,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-15",
        "index": 100,
        "pairs": 26,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-16",
        "index": 100,
        "pairs": 26,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-17",
        "index": 100,
        "pairs": 28,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-18",
        "index": 100,
        "pairs": 25,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-19",
        "index": 100,
        "pairs": 24,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-20",
        "index": 100,
        "pairs": 24,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-21",
        "index": 100,
        "pairs": 24,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-22",
        "index": 100,
        "pairs": 24,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-23",
        "index": 100,
        "pairs": 26,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-24",
        "index": 100,
        "pairs": 26,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-25",
        "index": 100,
        "pairs": 26,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-26",
        "index": 100,
        "pairs": 26,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-27",
        "index": 100,
        "pairs": 27,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-28",
        "index": 100,
        "pairs": 27,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-29",
        "index": 100,
        "pairs": 24,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-30",
        "index": 100,
        "pairs": 25,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-31",
        "index": 100,
        "pairs": 27,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-01",
        "index": 100,
        "pairs": 28,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-02",
        "index": 100,
        "pairs": 30,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-03",
        "index": 100,
        "pairs": 30,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-04",
        "index": 100,
        "pairs": 29,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-05",
        "index": 100,
        "pairs": 29,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-06",
        "index": 100,
        "pairs": 29,
        "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": "adwhispr",
      "name": "adwhispr",
      "url": "https://adwhispr.com",
      "short_summary": "researches competitors' Meta/Facebook/Instagram ads and clones winning ad creatives",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 39,
        "monthly_usd": 39,
        "headline": "Free tier, then from $39/mo",
        "summary": "Free tier, then from $39/mo. Adwhispr offers a free-forever plan plus Pro at $39/month and Agency at $149/month, with annual billing advertised as saving up to 20% but no annual prices shown."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "competlab_mcp_server",
      "name": "Competlab",
      "url": "https://competlab.com/developers/mcp",
      "short_summary": "provides competitive intelligence data through MCP server integration, allowing AI assistants to analyze competitor positioning, pricing, content, tech stacks,…",
      "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": "high",
      "upvotes": 0
    },
    {
      "agent_id": "crawlgraph_mcp",
      "name": "Crawlgraph MCP",
      "url": "https://crawlgraph.com",
      "short_summary": "provides backlink intelligence and competitor gap analysis for SEO outreach",
      "price": {
        "observed": true,
        "billing": "one-time",
        "lowest_monthly_usd": 5.76,
        "monthly_usd": 6.64,
        "headline": "From $5.76/mo",
        "summary": "From $5.76/mo. CrawlGraph offers lifetime access for 99 € paid once, with an optional SEO Fix add-on for 5 € per month."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "desktopinsights",
      "name": "Desktopinsights",
      "url": "https://desktopinsights.com",
      "short_summary": "provides technographic data and binary analysis of desktop applications",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Free tier + paid plans (price not published)",
        "summary": "Desktop Insights offers a permanent free directory tier at $0 and custom-priced annual Enterprise access with expanded technology intelligence and integrations."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "evm_copilot",
      "name": "EVM Copilot",
      "url": "https://www.luca3.com/copilot",
      "short_summary": "competitive intelligence for the EVM ecosystem",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public SaaS pricing was observed on the homepage."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "hooklayer",
      "name": "Hooklayer",
      "url": "https://hooklayer.dev",
      "short_summary": "analyzes TikTok content performance and provides viral content intelligence for AI agents",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 10,
        "monthly_usd": 10,
        "headline": "Free tier, then from $10/mo",
        "summary": "Free tier, then from $10/mo. Hooklayer offers a permanent free tier with 15 lifetime credits, monthly subscriptions from $19, annual-billing discounts, and non-expiring credit top-ups."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "industrylens",
      "name": "Industrylens",
      "url": "https://industry-lens.com",
      "short_summary": "monitors competitors across 350+ sources and generates weekly competitive intelligence briefings with battlecards and recommendations",
      "price": {
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 68.03,
        "monthly_usd": 78.44,
        "headline": "From $68.03/mo",
        "summary": "From $68.03/mo. IndustryLens offers four monthly EUR subscription tiers from €59/mo for Starter to from €999/mo for Enterprise, with increasing competitor coverage and reporting capabilities."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "marketing_intelligence",
      "name": "Adology AI",
      "url": "https://adologyai.com",
      "short_summary": "provides marketing intelligence by tracking and analyzing social media ads and creative performance across platforms",
      "price": {
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 49,
        "monthly_usd": 49,
        "headline": "From $49/mo",
        "summary": "From $49/mo. Adology offers Pro at $49/month, Business at $199/month, and a custom plan with pricing available by contacting the company."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "meltwater_ai",
      "name": "Meltwater Ai",
      "url": "https://meltwater.com/en/ai",
      "short_summary": "turns global media, social, and AI search signals into instant answers and reports for PR, communications, and marketing teams (tracking coverage, sentiment, c…",
      "price": {
        "observed": true,
        "billing": "contact_sales",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Contact sales (no public price)",
        "summary": "Meltwater lists Starter, Pro, Enterprise, and Agency plans with tailored pricing available only through sales."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "short_form_data",
      "name": "short-form-data",
      "url": "https://dev.virlo.ai",
      "short_summary": "short-form video analytics, trend intelligence, and creator research across TikTok, YouTube Shorts, and Instagram Reels",
      "price": {
        "observed": true,
        "billing": "usage",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Paid (price not published)",
        "summary": "Virlo uses pay-as-you-go API pricing with endpoint charges ranging from free to $1.00 per run and no subscriptions."
      },
      "evidence_quality": "high",
      "upvotes": 0
    }
  ],
  "platforms_also_here": [
    {
      "agent_id": "aperture_vertex",
      "name": "Aperture Vertex",
      "url": "https://aperture.ai/",
      "short_summary": "AI-powered growth strategy platform that maps company capabilities to markets, customers, and opportunities. Combines proprietary data mining, AI workflows, an…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public SaaS pricing was observed on the homepage."
      },
      "home_niche": "market-intelligence-research",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "atlas_solana",
      "name": "Atlas Solana",
      "url": "https://github.com/AtlasOnchain/Atlas",
      "short_summary": "Solana on-chain capital-flow tracker that monitors whale and VC wallets, infers sector exposure via Claude agent, and alerts on origination, propagation, and d…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public pricing for Atlas is shown in the supplied repository content."
      },
      "home_niche": "market-data-agent",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "autonoly",
      "name": "Autonoly",
      "url": "https://autonoly.com/kn/locations/spokane/telemedicine-integration",
      "short_summary": "AI automation platform offering ready-made AI agents for web scraping, lead generation, market research, and workflow automation. Connects apps, manages data p…",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 29,
        "monthly_usd": 29,
        "headline": "Free tier, then from $29/mo",
        "summary": "Free tier, then from $29/mo. Autonoly offers a permanent free plan, paid monthly plans from $29 to $99, and a custom-priced Enterprise plan."
      },
      "home_niche": "business-process-automation",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "cbinsights",
      "name": "Cbinsights",
      "url": "https://www.cbinsights.com",
      "short_summary": "Predictive intelligence platform with AI agents for company discovery, analysis, and M&A due diligence. Provides ChatCBI LLM, company analysis agents, and inte…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No reliable public subscription pricing is shown in the available homepage content."
      },
      "home_niche": "market-intelligence-research",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "exa_ai",
      "name": "Exa",
      "url": "https://exa.ai/",
      "short_summary": "provides web search, crawling, and research capabilities for AI agents; extracts structured content and enrichments from websites and live data",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Free tier + paid plans (price not published)",
        "summary": "Exa offers a free tier with 20,000 monthly requests and usage-based paid products priced per request, run, or page."
      },
      "home_niche": "web-search-api",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "firecrawl_agent",
      "name": "Firecrawl Agent Stack",
      "url": "https://www.firecrawl.dev/blog/firecrawl-agent-open-source",
      "short_summary": "autonomous web research and structured data extraction; builds and deploys custom web research agents using a plan-act loop with parallel sub-agents",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "The pricing page references Hobby, Standard, and Growth subscription plans and several euro-denominated prices, but the supplied context does not reliably associate prices with specific plans."
      },
      "home_niche": "deep-research-agent",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "lexisnexis_protg_in_patentsigh",
      "name": "Lexisnexis Protg In Patentsigh",
      "url": "https://lexisnexisip.com/products/protege",
      "short_summary": "performs strategic patent analysis—competitive intelligence, search/landscape, trend detection, and portfolio analysis—turning patent questions into structured…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public pricing is shown for LexisNexis Protégé in PatentSight+; the homepage directs visitors to request a demo."
      },
      "home_niche": "patent-search-analysis",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "mockflow_painpoint",
      "name": "Mockflow Painpoint",
      "url": "https://mockflow.com/skills/pain-point-discovery",
      "short_summary": "Lists pain points for a topic and conducts a poll to discover primary customer struggles through market research and customer empathy analysis",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 9.22,
        "monthly_usd": 10.63,
        "headline": "Free tier, then from $9.22/mo",
        "summary": "Free tier, then from $9.22/mo. MockFlow offers a free Basic plan and paid IdeaBoard, WireframePro, and Suite plans with publicly displayed EUR pricing, though some displayed prices are marked as billed yearly."
      },
      "home_niche": "market-intelligence-research",
      "also_covers": true,
      "upvotes": 0
    }
  ],
  "page_url": "https://agentery.com/market/competitive-intelligence",
  "summary": {
    "niche": "competitive-intelligence",
    "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 · Pro median $62/mo (7 providers). See benchmarks_by_provider_type_and_tier for the full matrix.",
      "benchmarks": [
        {
          "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": 7,
          "reliability": "medium",
          "median": 62,
          "p25": 44,
          "p75": 129.5,
          "status": "ok"
        },
        {
          "provider_type": "mcp",
          "provider_type_label": "MCP servers",
          "buyer_tier": "team_sme",
          "buyer_tier_label": "Team / SME",
          "pricing_unit": "flat",
          "pricing_unit_label": "flat monthly",
          "comparable_provider_count": 5,
          "reliability": "medium",
          "median": 169.86,
          "p25": 149,
          "p75": 199,
          "status": "ok"
        },
        {
          "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": 21.49,
          "p25": null,
          "p75": null,
          "status": "median_only"
        },
        {
          "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": 3,
          "reliability": "low",
          "median": 108.3,
          "p25": null,
          "p75": null,
          "status": "median_only"
        },
        {
          "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": 3,
          "reliability": "low",
          "median": 169.86,
          "p25": null,
          "p75": null,
          "status": "median_only"
        }
      ],
      "warnings": [],
      "full_pricing_via": {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "competitive-intelligence"
        },
        "note": "add provider_type + buyer_tier for a specific cohort"
      }
    },
    "page_url": "https://agentery.com/market/competitive-intelligence",
    "counts": {
      "listings_with_price_capture": 44,
      "listings_with_observed_public_price": 25,
      "providers_with_numeric_monthly_price_latest_scan": 17,
      "like_for_like_comparable_pairs": 17
    },
    "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": 67.26,
        "provider_count": 7,
        "plan_observation_count": 9,
        "data_confidence": 0.56,
        "data_confidence_basis": {
          "provider_component": 0.58,
          "observation_component": 0.45,
          "provider_count": 7,
          "plan_observation_count": 9
        },
        "reliability": "medium",
        "members": [
          {
            "provider": "crawlgraph_mcp",
            "usd": 5.7
          },
          {
            "provider": "intelcue",
            "usd": 8.99
          },
          {
            "provider": "hooklayer",
            "usd": 34
          },
          {
            "provider": "industrylens",
            "usd": 67.26
          },
          {
            "provider": "chatclick",
            "usd": 99
          },
          {
            "provider": "glimpse_hq",
            "usd": 108.3
          },
          {
            "provider": "realm_competitive_intelligence",
            "usd": 969
          }
        ],
        "p25": 21.49,
        "p75": 103.65
      },
      {
        "tier": "pro",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 86,
        "provider_count": 10,
        "plan_observation_count": 14,
        "data_confidence": 0.81,
        "data_confidence_basis": {
          "provider_component": 0.83,
          "observation_component": 0.7,
          "provider_count": 10,
          "plan_observation_count": 14
        },
        "reliability": "medium",
        "members": [
          {
            "provider": "idea_reality_mcp",
            "usd": 29
          },
          {
            "provider": "adwhispr",
            "usd": 39
          },
          {
            "provider": "marketing_intelligence",
            "usd": 49
          },
          {
            "provider": "theo_growth",
            "usd": 55.86
          },
          {
            "provider": "proxy_ad_research",
            "usd": 62
          },
          {
            "provider": "xpoz",
            "usd": 110
          },
          {
            "provider": "hooklayer",
            "usd": 149
          },
          {
            "provider": "panoramata_ai_competitive_anal",
            "usd": 169.86
          },
          {
            "provider": "industrylens",
            "usd": 283.86
          },
          {
            "provider": "glimpse_hq",
            "usd": 342
          }
        ],
        "p25": 50.72,
        "p75": 164.65
      },
      {
        "tier": "team_sme",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 169.86,
        "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": "sociality_mcp",
            "usd": 49
          },
          {
            "provider": "adwhispr",
            "usd": 149
          },
          {
            "provider": "industrylens",
            "usd": 169.86
          },
          {
            "provider": "marketing_intelligence",
            "usd": 199
          },
          {
            "provider": "hooklayer",
            "usd": 499
          }
        ],
        "p25": 149,
        "p75": 199
      }
    ],
    "pricing_coverage": {
      "listings_with_price_capture": 44,
      "listings_with_observed_public_price": 25,
      "normalized_observations": 29,
      "comparable_providers": 15,
      "strict_cohorts": 3,
      "exclusion_reasons": {
        "usage_not_monthly": 16,
        "ambiguous_cadence": 12,
        "free_or_zero": 1,
        "one_time": 10,
        "unrankable_or_unparseable": 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": {
      "usage_not_monthly": 16,
      "ambiguous_cadence": 12,
      "free_or_zero": 1,
      "one_time": 10,
      "unrankable_or_unparseable": 1
    },
    "billing_mix": {
      "subscription": 7,
      "usage": 4,
      "freemium": 9,
      "free": 1,
      "contact_sales": 3,
      "one-time": 1
    },
    "free_tier_share": 0.4,
    "top_providers": [
      {
        "agent_id": "adwhispr",
        "name": "adwhispr",
        "price": {
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 39,
          "monthly_usd": 39,
          "headline": "Free tier, then from $39/mo",
          "summary": "Free tier, then from $39/mo. Adwhispr offers a free-forever plan plus Pro at $39/month and Agency at $149/month, with annual billing advertised as saving up to 20% but no annual prices shown."
        },
        "observed": true
      },
      {
        "agent_id": "competlab_mcp_server",
        "name": "Competlab",
        "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."
        },
        "observed": false
      },
      {
        "agent_id": "crawlgraph_mcp",
        "name": "Crawlgraph MCP",
        "price": {
          "observed": true,
          "billing": "one-time",
          "lowest_monthly_usd": 5.76,
          "monthly_usd": 6.64,
          "headline": "From $5.76/mo",
          "summary": "From $5.76/mo. CrawlGraph offers lifetime access for 99 € paid once, with an optional SEO Fix add-on for 5 € per month."
        },
        "observed": true
      },
      {
        "agent_id": "desktopinsights",
        "name": "Desktopinsights",
        "price": {
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "Free tier + paid plans (price not published)",
          "summary": "Desktop Insights offers a permanent free directory tier at $0 and custom-priced annual Enterprise access with expanded technology intelligence and integrations."
        },
        "observed": true
      },
      {
        "agent_id": "evm_copilot",
        "name": "EVM Copilot",
        "price": {
          "observed": false,
          "billing": "not_found",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "No public price found",
          "summary": "No public SaaS pricing was observed on the homepage."
        },
        "observed": false
      }
    ],
    "suggested_next_calls": [
      {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "competitive-intelligence"
        },
        "purpose": "full observed price distribution + per-tier medians for this niche"
      },
      {
        "tool": "niche_report",
        "arguments": {
          "niche": "competitive-intelligence",
          "response_mode": "full"
        },
        "purpose": "the complete report incl. index series and tier decomposition"
      },
      {
        "tool": "suggest_alternatives",
        "arguments": {
          "agent_id": "adwhispr"
        },
        "purpose": "comparable (optionally cheaper) providers to a named agent"
      },
      {
        "tool": "get_agent_profile",
        "arguments": {
          "agent_id": "adwhispr"
        },
        "purpose": "full profile, integrations and pricing for one provider"
      }
    ]
  }
}