AI Assistant Suite

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                "monthly_usd": null
              },
              {
                "provider": "japan_ani_search_mcp",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "multi_ai_advisor_mcp",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "praxim_for_word",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "raccoon",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact Sales",
                "monthly_usd": null
              },
              {
                "provider": "raccoon",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact Sales",
                "monthly_usd": null
              },
              {
                "provider": "unboundcontent",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "contact_sales",
                "monthly_usd": null
              },
              {
                "provider": "xuanji_2",
                "tier": "individual",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "19.9CNY",
                "monthly_usd": null
              }
            ]
          }
        ],
        "coverage": {
          "priced_providers": 21,
          "normalized_observations": 36,
          "comparable_providers": 18,
          "strict_cohorts": 3,
          "exclusion_reasons": {
            "ambiguous_cadence": 13,
            "promo": 1,
            "free_or_zero": 3,
            "usage_not_monthly": 3
          }
        }
      }
    },
    "billingMix": {
      "freemium": 13,
      "free": 13,
      "subscription": 6,
      "usage": 2
    },
    "freeTierShare": 0.76,
    "medianLowestUsd": 10
  },
  "movement": {
    "niche": "ai-assistant-suite",
    "sector": "developer-tools-infra",
    "pricedNow": 19,
    "pairs": 19,
    "repriced": [
      {
        "handle": "agentos_247",
        "from": 75.1,
        "to": 75.22,
        "pct": 0.2
      },
      {
        "handle": "cosmicup",
        "from": 9.23,
        "to": 9.25,
        "pct": 0.2
      }
    ],
    "newlyPriced": [],
    "droppedFromPriced": [],
    "likeForLikePct": 0,
    "kind": "repricing",
    "narrative": "Genuine repricing: 2 agents repriced — all up (avg +0%)."
  },
  "index_series": {
    "series": [
      {
        "day": "2026-07-19",
        "index": 100,
        "pairs": 18,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-20",
        "index": 100,
        "pairs": 21,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-21",
        "index": 100,
        "pairs": 21,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-22",
        "index": 100,
        "pairs": 21,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-23",
        "index": 100,
        "pairs": 21,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-24",
        "index": 100,
        "pairs": 20,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-25",
        "index": 100,
        "pairs": 20,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-26",
        "index": 100,
        "pairs": 19,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-27",
        "index": 100,
        "pairs": 21,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-28",
        "index": 100,
        "pairs": 20,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-29",
        "index": 100,
        "pairs": 19,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-30",
        "index": 100,
        "pairs": 18,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-31",
        "index": 100,
        "pairs": 18,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-01",
        "index": 100,
        "pairs": 18,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-02",
        "index": 100,
        "pairs": 20,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-03",
        "index": 100,
        "pairs": 23,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-04",
        "index": 100,
        "pairs": 23,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-05",
        "index": 100,
        "pairs": 23,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-06",
        "index": 100,
        "pairs": 23,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-07",
        "index": 100,
        "pairs": 23,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-08",
        "index": 97.052,
        "pairs": 23,
        "dayChangePct": -2.95
      },
      {
        "day": "2026-08-09",
        "index": 97.052,
        "pairs": 23,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-10",
        "index": 97.052,
        "pairs": 22,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-11",
        "index": 97.052,
        "pairs": 25,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-12",
        "index": 97.052,
        "pairs": 25,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-13",
        "index": 97.052,
        "pairs": 25,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-14",
        "index": 97.052,
        "pairs": 25,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-15",
        "index": 97.052,
        "pairs": 25,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-16",
        "index": 97.052,
        "pairs": 24,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-17",
        "index": 97.052,
        "pairs": 24,
        "dayChangePct": 0
      }
    ],
    "latest": 97.052,
    "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": "agenticsee",
      "name": "AgenticSeek",
      "url": "https://github.com/Fosowl/agenticSeek",
      "short_summary": "autonomously browses the web, writes/debugs/runs code, plans and executes complex tasks, and selects appropriate agents",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No reliable public pricing for AgenticSeek is shown in the supplied context."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "archivist_ai",
      "name": "archivist-ai",
      "url": "https://www.myarchivist.ai",
      "short_summary": "generates AI-powered notes, recaps, and campaign memory for tabletop RPG sessions",
      "price": {
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 2,
        "monthly_usd": 2,
        "headline": "From $2/mo",
        "summary": "From $2/mo. Archivist offers four monthly subscription tiers from $10/mo to $60/mo, plus a 30-day free trial and separately priced add-ons."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "cherry_studio",
      "name": "Cherry Studio",
      "url": "https://www.cherry-ai.com",
      "short_summary": "Desktop AI client providing chat, coding assistance, image generation, translation, knowledge base Q&A, and autonomous agent capabilities that plan and execute…",
      "price": {
        "observed": true,
        "billing": "free",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Free",
        "summary": "Cherry Studio offers a free, open-source community edition for personal use, while commercial enterprise authorization requires contacting the company."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "claude_mobile_work_tools",
      "name": "Claude Mobile Work Tools",
      "url": "https://claude.ai/",
      "short_summary": "AI assistant that brainstorms in chat, generates code, writes and edits content, analyzes text and images, searches the web, and executes tasks across mobile a…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "The available pages show a pricing calculator and security verification, but no publicly visible plan prices."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "clawapp",
      "name": "Clawapp",
      "url": "https://clawapp.qt.cool/",
      "short_summary": "provides a mobile/web chat client UI to interact with an OpenClaw AI agent (streaming chat, voice input, multimedia, multi-agent switching)",
      "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": "clawpanel",
      "name": "Clawpanel",
      "url": "https://claw.qt.cool/",
      "short_summary": "Manages, installs, configures and diagnoses AI runtimes (OpenClaw and Hermes Agent) via a multi-engine control panel with a built-in AI assistant for runtime s…",
      "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": "cosmicup",
      "name": "Cosmicup",
      "url": "https://cosmicup.me/",
      "short_summary": "provides chat access to 30+ AI models for text, image, audio/music generation, document analysis, online search, deep research, and code assistance",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 9.25,
        "monthly_usd": 10.7,
        "headline": "Free tier, then from $9.25/mo",
        "summary": "Free tier, then from $9.25/mo. Cosmicup offers a permanent limited Free Plan alongside Plus subscriptions priced at 4,99€ weekly, 16,99€ monthly, or 169,90€ annually, with a coupon-based 7.99€ first month promotion."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "e2b_dev_ai_analyst",
      "name": "AI Analyst",
      "url": "https://github.com/e2b-dev/ai-analyst",
      "short_summary": "analyzes data by writing and executing code and creating interactive charts from uploaded CSV files",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public pricing for AI Analyst by E2B is shown in the supplied repository context."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "nahook",
      "name": "Nahook",
      "url": "https://docs.nahook.com/mcp/",
      "short_summary": "drives webhook platform management through AI assistants",
      "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": "praxim_for_word",
      "name": "Praxim For Word",
      "url": "https://praxim.ai/",
      "short_summary": "edits, chats with, and queries Microsoft Word documents using AI; reviews and redlines contracts, fills forms, reformats and generates documents",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 29.99,
        "monthly_usd": 29.99,
        "headline": "Free tier, then from $29.99/mo",
        "summary": "Free tier, then from $29.99/mo. Praxim offers a free tier, Pro at $29.99/month, MAX at $299.99/month, usage-based credits at $8 per 100 credits, and custom Enterprise pricing."
      },
      "evidence_quality": "high",
      "upvotes": 0
    }
  ],
  "platforms_also_here": [
    {
      "agent_id": "ai_agents",
      "name": "AI Agents",
      "url": "https://claude.com/solutions/agents",
      "short_summary": "build AI agents that plan, act, and collaborate; agentic tasks like classifying support tickets, code migrations, bug fixes, and multi-agent workflows",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "The pricing page contains several dollar amounts, but the supplied context does not reliably associate them with plan names or billing periods."
      },
      "home_niche": "enterprise-ai-platform",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "ai_copilot_development_service",
      "name": "Ai Copilot Development Service",
      "url": "https://werqlabs.com/ai-copilot-development",
      "short_summary": "Develops custom AI copilots that automate routine tasks, provide context-aware assistance, and deliver insights embedded in business workflows (development ser…",
      "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-copilot-platform",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "aose",
      "name": "Aose",
      "url": "https://www.agentofficesuite.com/",
      "short_summary": "provides a shared office suite where AI agents collaborate with users on documents, databases, slides, and flowcharts",
      "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-workspace-platform",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "chibi",
      "name": "Chibi",
      "url": "https://chibi.bot",
      "short_summary": "Provider-agnostic AI companion that orchestrates multiple LLMs (GPT, Claude, Gemini, DeepSeek, etc.) for asynchronous task execution, code work, research, file…",
      "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": "personal-ai-assistant",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "copilotkit",
      "name": "Copilotkit",
      "url": "https://docs.copilotkit.ai/",
      "short_summary": "provides frontend UI primitives (chat, generative UI, shared state, human-in-the-loop workflows) for building agentic user experiences on AG-UI compatible back…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public pricing or plan details were observed on the available homepage content."
      },
      "home_niche": "agent-framework-open-source",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "coze",
      "name": "Coze",
      "url": "https://coze.com",
      "short_summary": "AI Agent-based intelligent office platform with AI writing, PPT generation, web development, and AI design tools.",
      "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-workspace-platform",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "eizen_ai",
      "name": "Eizen Ai",
      "url": "https://eizen.ai/",
      "short_summary": "analyzes live or recorded video/visual feeds to detect anomalies, recognize patterns, and take automated actions or provide real-time interactive guidance (com…",
      "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": "vertical-ai-agent-platform",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "franklin_vscode",
      "name": "Franklin Vscode",
      "url": "https://marketplace.visualstudio.com/items?itemName=blockrun.franklin-vscode",
      "short_summary": "Autonomous AI agent for VS Code with integrated wallet functionality. Executes real work including coding, trading signals, and content generation using USDC m…",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Free tier + paid plans (price not published)",
        "summary": "Franklin is listed as a free VS Code extension with free models, while paid models consume wallet-funded usage at observed prices of $0.25, $1.00, and $2.00."
      },
      "home_niche": "ide-coding-agent",
      "also_covers": true,
      "upvotes": 0
    }
  ],
  "page_url": "https://agentery.com/market/ai-assistant-suite",
  "summary": {
    "niche": "ai-assistant-suite",
    "sector": "developer-tools-infra",
    "pricing_by_provider_type": {
      "headline": "Prices differ by provider type and buyer tier — no blended headline is used. Strongest cohort: Agents · Pro median $20/mo (8 providers). See benchmarks_by_provider_type_and_tier for the full matrix.",
      "benchmarks": [
        {
          "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": 8,
          "reliability": "medium",
          "median": 19.75,
          "p25": 17.03,
          "p75": 76.37,
          "status": "ok"
        },
        {
          "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": 4,
          "reliability": "low",
          "median": 44.55,
          "p25": null,
          "p75": null,
          "status": "median_only"
        },
        {
          "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": 10,
          "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": 2,
          "reliability": "low",
          "median": null,
          "p25": null,
          "p75": null,
          "status": "observed_offers_only",
          "observed_offers": [
            35,
            997
          ]
        },
        {
          "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": 2,
          "reliability": "low",
          "median": null,
          "p25": null,
          "p75": null,
          "status": "observed_offers_only",
          "observed_offers": [
            19,
            47.5
          ]
        }
      ],
      "warnings": [],
      "full_pricing_via": {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "ai-assistant-suite"
        },
        "note": "add provider_type + buyer_tier for a specific cohort"
      }
    },
    "page_url": "https://agentery.com/market/ai-assistant-suite",
    "counts": {
      "listings_with_price_capture": 88,
      "listings_with_observed_public_price": 34,
      "providers_with_numeric_monthly_price_latest_scan": 19,
      "like_for_like_comparable_pairs": 19
    },
    "movement": {
      "d": {
        "published": false,
        "value_pct": null,
        "held_reason": null
      },
      "w": {
        "published": false,
        "value_pct": null,
        "held_reason": null
      },
      "m": {
        "published": true,
        "value_pct": -2.9,
        "driver": "workbuddy's \"Pro\" $19.9→$10 (-50%)"
      }
    },
    "pricing_version": "cohorts-1",
    "pricing_status": "ok",
    "pricing_by_tier": [
      {
        "tier": "individual",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 13.75,
        "provider_count": 8,
        "plan_observation_count": 10,
        "data_confidence": 0.63,
        "data_confidence_basis": {
          "provider_component": 0.67,
          "observation_component": 0.5,
          "provider_count": 8,
          "plan_observation_count": 10
        },
        "reliability": "medium",
        "members": [
          {
            "provider": "japan_ani_search_mcp",
            "usd": 10
          },
          {
            "provider": "hello_server",
            "usd": 10
          },
          {
            "provider": "multi_ai_advisor_mcp",
            "usd": 10
          },
          {
            "provider": "coworker",
            "usd": 12.5
          },
          {
            "provider": "archivist_ai",
            "usd": 15
          },
          {
            "provider": "adsideo",
            "usd": 15
          },
          {
            "provider": "agentos_247",
            "usd": 74.1
          },
          {
            "provider": "lane_interactive",
            "usd": 497
          }
        ],
        "p25": 10,
        "p75": 29.78
      },
      {
        "tier": "pro",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 19.75,
        "provider_count": 10,
        "plan_observation_count": 19,
        "data_confidence": 0.86,
        "data_confidence_basis": {
          "provider_component": 0.83,
          "observation_component": 0.95,
          "provider_count": 10,
          "plan_observation_count": 19
        },
        "reliability": "medium",
        "members": [
          {
            "provider": "cuey",
            "usd": 9.99
          },
          {
            "provider": "workbuddy",
            "usd": 10
          },
          {
            "provider": "oi_ai",
            "usd": 19
          },
          {
            "provider": "cosmicup",
            "usd": 19.37
          },
          {
            "provider": "raccoon",
            "usd": 19.5
          },
          {
            "provider": "ara",
            "usd": 20
          },
          {
            "provider": "archivist_ai",
            "usd": 47.5
          },
          {
            "provider": "dimension",
            "usd": 49
          },
          {
            "provider": "agentos_247",
            "usd": 158.46
          },
          {
            "provider": "praxim_for_word",
            "usd": 164.99
          }
        ],
        "p25": 19.09,
        "p75": 48.63
      },
      {
        "tier": "team_sme",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 189,
        "provider_count": 3,
        "plan_observation_count": 4,
        "data_confidence": 0.24,
        "data_confidence_basis": {
          "provider_component": 0.25,
          "observation_component": 0.2,
          "provider_count": 3,
          "plan_observation_count": 4
        },
        "reliability": "low",
        "members": [
          {
            "provider": "unboundcontent",
            "usd": 35
          },
          {
            "provider": "oi_ai",
            "usd": 189
          },
          {
            "provider": "lane_interactive",
            "usd": 997
          }
        ]
      }
    ],
    "pricing_coverage": {
      "listings_with_price_capture": 88,
      "listings_with_observed_public_price": 34,
      "normalized_observations": 36,
      "comparable_providers": 18,
      "strict_cohorts": 3,
      "exclusion_reasons": {
        "ambiguous_cadence": 13,
        "promo": 1,
        "free_or_zero": 3,
        "usage_not_monthly": 3
      }
    },
    "pricing_note": "Provider-deduped, FX-normalized monthly medians, separated by buyer tier AND billing unit (flat/per_seat/per_user/per_agent) — incompatible units are never blended. Ranges (p25/p75) only at >=5 providers; data_confidence is provider-count-weighted. Usage-metered, promo, range, one-time and ambiguous-cadence plans are excluded.",
    "pricing_excluded_observations": {
      "ambiguous_cadence": 13,
      "promo": 1,
      "free_or_zero": 3,
      "usage_not_monthly": 3
    },
    "billing_mix": {
      "freemium": 13,
      "free": 13,
      "subscription": 6,
      "usage": 2
    },
    "free_tier_share": 0.76,
    "top_providers": [
      {
        "agent_id": "agenticsee",
        "name": "AgenticSeek",
        "price": {
          "observed": false,
          "billing": "not_found",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "No public price found",
          "summary": "No reliable public pricing for AgenticSeek is shown in the supplied context."
        },
        "observed": false
      },
      {
        "agent_id": "archivist_ai",
        "name": "archivist-ai",
        "price": {
          "observed": true,
          "billing": "subscription",
          "lowest_monthly_usd": 2,
          "monthly_usd": 2,
          "headline": "From $2/mo",
          "summary": "From $2/mo. Archivist offers four monthly subscription tiers from $10/mo to $60/mo, plus a 30-day free trial and separately priced add-ons."
        },
        "observed": true
      },
      {
        "agent_id": "cherry_studio",
        "name": "Cherry Studio",
        "price": {
          "observed": true,
          "billing": "free",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "Free",
          "summary": "Cherry Studio offers a free, open-source community edition for personal use, while commercial enterprise authorization requires contacting the company."
        },
        "observed": true
      },
      {
        "agent_id": "claude_mobile_work_tools",
        "name": "Claude Mobile Work Tools",
        "price": {
          "observed": false,
          "billing": "not_found",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "No public price found",
          "summary": "The available pages show a pricing calculator and security verification, but no publicly visible plan prices."
        },
        "observed": false
      },
      {
        "agent_id": "clawapp",
        "name": "Clawapp",
        "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": "ai-assistant-suite"
        },
        "purpose": "full observed price distribution + per-tier medians for this niche"
      },
      {
        "tool": "niche_report",
        "arguments": {
          "niche": "ai-assistant-suite",
          "response_mode": "full"
        },
        "purpose": "the complete report incl. index series and tier decomposition"
      },
      {
        "tool": "suggest_alternatives",
        "arguments": {
          "agent_id": "agenticsee"
        },
        "purpose": "comparable (optionally cheaper) providers to a named agent"
      },
      {
        "tool": "get_agent_profile",
        "arguments": {
          "agent_id": "agenticsee"
        },
        "purpose": "full profile, integrations and pricing for one provider"
      }
    ]
  }
}