Investment Research Agent

{
  "niche": "investment-research-agent",
  "parent_sector": "financial-services",
  "provider_type_pricing": {
    "slug": "investment-research-agent",
    "pricing_basis": "lowest_observed_monthly_usd",
    "provider_type_methodology": "commercial-form-v2",
    "provider_type_methodology_published_at": "2026-07-31",
    "blended": {
      "median": 9.99,
      "p25": null,
      "p75": null,
      "providers": 1
    },
    "by_provider_type": {
      "agent": {
        "median": null,
        "p25": null,
        "p75": null,
        "providers": 0,
        "publishable": false,
        "confidence": "insufficient",
        "reason": "Fewer than three comparable priced Agent-economy products are available."
      },
      "mcp": {
        "median": null,
        "p25": null,
        "p75": null,
        "providers": 1,
        "publishable": false,
        "confidence": "insufficient",
        "reason": "Fewer than three comparable priced MCP servers are available."
      }
    },
    "recommended_cohort": null,
    "recommendation_reason": "Choose the cohort according to the commercial delivery type being assessed.",
    "fallback_context": null,
    "context_note": null
  },
  "crowding_level": "emerging",
  "observed_node_count": 4,
  "adjacent_niches": [
    "quantitative-analysis-agent",
    "ai-banking-chatbot",
    "wealth-management-copilot",
    "equity-research-agent",
    "credit-scoring-agent",
    "ai-insurance-risk-cover"
  ],
  "market_pulse": {
    "pulse": 46,
    "drivers": [
      "enterprise money present",
      "13 new builders in 30d"
    ],
    "price_move_30d_pct": null,
    "money_share": 0.25,
    "entry_rate": 0.38235294117647056,
    "alive_share": 1
  },
  "price_move": {
    "d_pct": 0,
    "w_pct": 0,
    "m_pct": 0,
    "comparable_agents": 1,
    "quarantined_agents": 0,
    "confidence": "insufficient",
    "published": {
      "d": false,
      "w": false,
      "m": false
    },
    "held_reason": {
      "d": null,
      "w": null,
      "m": null
    },
    "driver": {
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      "w": null,
      "m": null
    },
    "tier_contribution": {
      "d": {
        "individual": 0,
        "pro": 0,
        "team_sme": 0,
        "enterprise": 0
      },
      "w": {
        "individual": 0,
        "pro": 0,
        "team_sme": 0,
        "enterprise": 0
      },
      "m": {
        "individual": 0,
        "pro": 0,
        "team_sme": 0,
        "enterprise": 0
      }
    },
    "tier_series": {
      "individual": [
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      "pro": [
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      "team_sme": [
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      "enterprise": [
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      ]
    },
    "tier_own_move": {
      "d": {
        "individual": 0,
        "pro": 0,
        "team_sme": 0,
        "enterprise": 0
      },
      "w": {
        "individual": 0,
        "pro": 0,
        "team_sme": 0,
        "enterprise": 0
      },
      "m": {
        "individual": 0,
        "pro": 0,
        "team_sme": 0,
        "enterprise": 0
      }
    },
    "tier_agents": {
      "individual": 1,
      "pro": 1,
      "team_sme": 1,
      "enterprise": 1
    },
    "obs_range": {
      "d": null,
      "w": null,
      "m": null
    },
    "tier_obs_range": {
      "d": {
        "individual": null,
        "pro": null,
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        "enterprise": null
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      "w": {
        "individual": null,
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      "m": {
        "individual": null,
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      }
    }
  },
  "pricing": {
    "sampleSize": 29,
    "observed": 4,
    "byPersona": {
      "free": {
        "n": 1,
        "nPriced": 0,
        "reliability": "none",
        "median": null,
        "p25": null,
        "p75": null,
        "min": null,
        "max": null,
        "usageShare": 0
      },
      "individual": {
        "n": 5,
        "nPriced": 5,
        "reliability": "medium",
        "median": 0.05,
        "p25": 0.02,
        "p75": 0.1,
        "min": 0.01,
        "max": 0.1,
        "usageShare": 1
      },
      "pro": {
        "n": 1,
        "nPriced": 1,
        "reliability": "none",
        "median": 9.99,
        "p25": 9.99,
        "p75": 9.99,
        "min": 9.99,
        "max": 9.99,
        "usageShare": 0
      },
      "team_sme": {
        "n": 0,
        "nPriced": 0,
        "reliability": "none",
        "median": null,
        "p25": null,
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        "max": null,
        "usageShare": 0
      },
      "enterprise": {
        "n": 1,
        "nPriced": 0,
        "reliability": "none",
        "median": null,
        "p25": null,
        "p75": null,
        "min": null,
        "max": null,
        "usageShare": 0
      }
    },
    "byPersonaMonthly": {
      "free": {
        "nMonthly": 0,
        "p25": null,
        "median": null,
        "p75": null,
        "confidence": "none",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": false
      },
      "individual": {
        "nMonthly": 0,
        "p25": null,
        "median": null,
        "p75": null,
        "confidence": "none",
        "usageShare": 1,
        "mixedBilling": false,
        "monthlyComparable": false
      },
      "pro": {
        "nMonthly": 1,
        "p25": null,
        "median": null,
        "p75": null,
        "confidence": "none",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": false
      },
      "team_sme": {
        "nMonthly": 0,
        "p25": null,
        "median": null,
        "p75": null,
        "confidence": "none",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": false
      },
      "enterprise": {
        "nMonthly": 0,
        "p25": null,
        "median": null,
        "p75": null,
        "confidence": "none",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": false
      }
    },
    "byTierCohorts": {
      "status": "insufficient",
      "cohorts": [],
      "rejected": {
        "usage_not_monthly": 5,
        "ambiguous_cadence": 1
      },
      "evidence": {
        "status": "single_observation",
        "single_observations": [
          {
            "tier": "pro",
            "unit": "flat",
            "provider": "tvr_mcp",
            "monthly_usd": 9.99
          }
        ],
        "observed_offers": [
          {
            "billing": "monthly",
            "unit": "flat",
            "count": 1,
            "offers": [
              {
                "provider": "tvr_mcp",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$9.99/month",
                "monthly_usd": 9.99
              }
            ]
          },
          {
            "billing": "usage",
            "unit": "per_call",
            "count": 5,
            "offers": [
              {
                "provider": "alphalabs_intelligence",
                "tier": "individual",
                "billing": "usage",
                "unit": "per_call",
                "price": "$0.01/call",
                "monthly_usd": null
              },
              {
                "provider": "alphalabs_intelligence",
                "tier": "individual",
                "billing": "usage",
                "unit": "per_call",
                "price": "$0.02/call",
                "monthly_usd": null
              },
              {
                "provider": "alphalabs_intelligence",
                "tier": "individual",
                "billing": "usage",
                "unit": "per_call",
                "price": "$0.05/call",
                "monthly_usd": null
              },
              {
                "provider": "alphalabs_intelligence",
                "tier": "individual",
                "billing": "usage",
                "unit": "per_call",
                "price": "$0.10/call",
                "monthly_usd": null
              },
              {
                "provider": "alphalabs_intelligence",
                "tier": "individual",
                "billing": "usage",
                "unit": "per_call",
                "price": "$0.10/call",
                "monthly_usd": null
              }
            ]
          },
          {
            "billing": "unspecified_period",
            "unit": "flat",
            "count": 1,
            "offers": [
              {
                "provider": "v7go_ai_invest_agent",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              }
            ]
          }
        ],
        "coverage": {
          "priced_providers": 3,
          "normalized_observations": 1,
          "comparable_providers": 1,
          "strict_cohorts": 0,
          "exclusion_reasons": {
            "usage_not_monthly": 5,
            "ambiguous_cadence": 1
          }
        }
      }
    },
    "billingMix": {
      "usage": 1,
      "freemium": 1,
      "free": 1,
      "contact_sales": 1
    },
    "freeTierShare": 0.5,
    "medianLowestUsd": 9.99
  },
  "movement": {
    "niche": "investment-research-agent",
    "sector": "financial-services",
    "pricedNow": 1,
    "pairs": 1,
    "repriced": [],
    "newlyPriced": [],
    "droppedFromPriced": [
      "kavout"
    ],
    "likeForLikePct": 0,
    "kind": "composition",
    "narrative": "Composition change (average moved, but no agent changed its price): 1 stopped showing a public price."
  },
  "index_series": {
    "series": [
      {
        "day": "2026-07-09",
        "index": 100,
        "pairs": 1,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-10",
        "index": 100,
        "pairs": 1,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-11",
        "index": 100,
        "pairs": 2,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-12",
        "index": 100,
        "pairs": 2,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-13",
        "index": 100,
        "pairs": 2,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-14",
        "index": 100,
        "pairs": 2,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-15",
        "index": 100,
        "pairs": 2,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-16",
        "index": 100,
        "pairs": 2,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-17",
        "index": 100,
        "pairs": 6,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-18",
        "index": 100,
        "pairs": 2,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-19",
        "index": 100,
        "pairs": 2,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-20",
        "index": 100,
        "pairs": 5,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-21",
        "index": 100,
        "pairs": 2,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-22",
        "index": 100,
        "pairs": 2,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-23",
        "index": 100,
        "pairs": 2,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-24",
        "index": 100,
        "pairs": 2,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-25",
        "index": 100,
        "pairs": 2,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-26",
        "index": 100,
        "pairs": 2,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-27",
        "index": 100,
        "pairs": 2,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-28",
        "index": 100,
        "pairs": 2,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-29",
        "index": 100,
        "pairs": 2,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-30",
        "index": 100,
        "pairs": 2,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-31",
        "index": 100,
        "pairs": 2,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-01",
        "index": 100,
        "pairs": 2,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-02",
        "index": 100,
        "pairs": 2,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-03",
        "index": 100,
        "pairs": 1,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-04",
        "index": 100,
        "pairs": 1,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-05",
        "index": 100,
        "pairs": 1,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-06",
        "index": 100,
        "pairs": 1,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-07",
        "index": 100,
        "pairs": 1,
        "dayChangePct": 0
      }
    ],
    "latest": 100,
    "day_change_pct": 0,
    "methodology": "Chained daily price index, base 100 on the first priced scan day (29 Jun 2026). The overall index is the COMPOSITE of the four buyer-tier indices (individual / pro / team&sme / enterprise): each day it moves by the equal-weighted average of the tiers' moves. Each tier index is like-for-like — only agents priced on both consecutive scan days (per-agent ratios, geometric mean, clipped to [0.2, 5]) — so composition changes (agents revealing or hiding prices) can never move it."
  },
  "top_agents": [
    {
      "agent_id": "caplia",
      "name": "caplia",
      "url": "https://docs.venture.caplia.ai/integrations/mcp",
      "short_summary": "scores pitch decks, manages deal flow, and reads venture-capital pipelines",
      "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": "genome_industrial_intelligence",
      "name": "genome-industrial-signals",
      "url": "https://genomestudio.vercel.app/dealmakers",
      "short_summary": "Provides real-time operational signals and behavioral analysis for industrial companies to support PE due diligence, M&A target screening, and investment resea…",
      "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": "kimpton",
      "name": "Kimpton",
      "url": "https://kimpton.ai/",
      "short_summary": "Conducts investment research and generates trade proposals, morning digests, thesis validation, and reports for portfolio managers, grounded in their portfolio…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "Kimpton does not publish clear public subscription pricing on the provided homepage and directs prospective customers to request a demo."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "mcp_deal_flow_signal",
      "name": "GitDealFlow Signal",
      "url": "https://gitdealflow.com",
      "short_summary": "monitors GitHub activity across 4,200+ startups to identify engineering acceleration signals that predict fundraising rounds",
      "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": "phasefolio_mcp",
      "name": "PhaseFolio",
      "url": "https://app.phasefolio.com",
      "short_summary": "biotech asset valuation and probability-of-success analysis",
      "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 homepage."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "alphalabs_intelligence",
      "name": "Alphalabs Intelligence",
      "url": "https://api.pak-labs.com",
      "short_summary": "MCP server (no description provided).",
      "price": {
        "observed": true,
        "billing": "usage",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Paid (price not published)",
        "summary": "AlphaLabs charges $0.01–$0.10 per API call for paid intelligence endpoints, while several telemetry endpoints are free during beta."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "capratesignals_cap_rate_signal",
      "name": "cap-rate-signals",
      "url": "https://smithery.ai/server/capratesignals/cap-rate-signals",
      "short_summary": "Cap Rate Signals — US Real Estate Investment Intelligence\n\nIdentifies US real estate markets that are about to reprice upward, before consensus catches up. Tra…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public price found on the vendor site."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "kavout",
      "name": "Kavout",
      "url": "https://www.kavout.com/",
      "short_summary": "provides AI-powered financial research and analysis on stocks, ETFs, crypto, and forex across global markets",
      "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": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "tvr_mcp",
      "name": "True Value Rankings",
      "url": "https://truevaluerankings.com",
      "short_summary": "provides cryptocurrency fundamental analysis and valuation scoring",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 9.99,
        "monthly_usd": 9.99,
        "headline": "Free tier, then from $9.99/mo",
        "summary": "Free tier, then from $9.99/mo. True Value Rankings offers a free plan and a Premium subscription priced at $9.99 per month."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "v7go_ai_invest_agent",
      "name": "AI Investment Analysis Agent",
      "url": "https://www.v7labs.com/agents/ai-investment-analysis-agent",
      "short_summary": "Synthesizes investment research by reading earnings call transcripts, analyst reports, and SEC filings to identify bull and bear cases and generate ideas",
      "price": {
        "observed": true,
        "billing": "contact_sales",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Contact sales (no public price)",
        "summary": "V7 offers custom pricing based on platform access, users, and document processing volume, with no public numeric rates shown."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    }
  ],
  "platforms_also_here": [
    {
      "agent_id": "amalthea_fs",
      "name": "Amalthea Fs",
      "url": "https://amaltheafs.com/",
      "short_summary": "Automates sustainable finance/ESG workflows across the investment lifecycle: deal sourcing & screening, sustainability due diligence, portfolio monitoring, and…",
      "price": {
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 1141.45,
        "monthly_usd": 1316.07,
        "headline": "From $1141.45/mo",
        "summary": "From $1141.45/mo. Amalthea offers two €990/month subscription tiers, with AI Kit supporting unlimited users and AI Suite covering five users plus €290/month per additional user, alongside usage-based data and call charges."
      },
      "home_niche": "esg-reporting",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "apex_arena",
      "name": "Apex Arena",
      "url": "https://arena.apexfdn.xyz",
      "short_summary": "Operator workspace for crypto/Web3 founders with AI-powered copilots for due diligence scoring, portfolio matching, fund discovery, hackathon tracking, and jur…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public SaaS pricing or subscription plans are shown on the homepage."
      },
      "home_niche": "business-research-enrichment",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "apifinance",
      "name": "APIFinance",
      "url": "https://www.apifinance.ai/",
      "short_summary": "Provides a stock research API delivering structured financial data (security search, quotes, valuation, statements, SEC filings, insider trading, earnings) for…",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 9.9,
        "monthly_usd": 9.9,
        "headline": "Free tier, then from $9.9/mo",
        "summary": "Free tier, then from $9.9/mo. ApiFinance AI offers a free 100-credit plan, paid monthly Developer and Pro plans at $19.90 and $99.90, plus one-time credit top-ups and custom enterprise pricing."
      },
      "home_niche": "financial-data-api-for-agents",
      "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": "fin_datasets",
      "name": "Financial Datasets API",
      "url": "https://www.financialdatasets.ai/",
      "short_summary": "provides stock market and financial data via API to power AI agents and financial applications",
      "price": {
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 20,
        "monthly_usd": 20,
        "headline": "From $20/mo",
        "summary": "From $20/mo. Financial Datasets offers $20 one-time credits, a $200/month Build plan, and custom Scale pricing."
      },
      "home_niche": "financial-data-api-for-agents",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "lingtrade",
      "name": "Lingtrade",
      "url": "https://github.com/novalgo-x/LingTrade",
      "short_summary": "Open-source multi-agent AI research workstation for A-share stock analysis. Features collaborative agent-based research, simulated trading loop, custom knowled…",
      "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 LingTrade, which is described as an open-source locally deployable AI investment research workstation."
      },
      "home_niche": "quantitative-analysis-agent",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "panwatch",
      "name": "Panwatch",
      "url": "https://github.com/TNT-Likely/PanWatch",
      "short_summary": "Self-hosted AI stock monitoring assistant integrating TradingAgents multi-agent framework for real-time portfolio tracking, technical analysis, and investment…",
      "price": {
        "observed": true,
        "billing": "usage",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Paid (price not published)",
        "summary": "PanWatch is an open-source self-hosted tool with no subscription plans shown; its default DeepSeek Chat analysis costs approximately $0.05 per use."
      },
      "home_niche": "portfolio-rebalancing-agent",
      "also_covers": true,
      "upvotes": 0
    }
  ],
  "page_url": "https://agentery.com/market/investment-research-agent",
  "summary": {
    "niche": "investment-research-agent",
    "sector": "financial-services",
    "pricing_by_provider_type": {
      "headline": "No published benchmark for investment-research-agent yet — too few comparable priced providers.",
      "benchmarks": [],
      "warnings": [
        "No priced providers meet the benchmark bar for this scope."
      ],
      "full_pricing_via": {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "investment-research-agent"
        },
        "note": "add provider_type + buyer_tier for a specific cohort"
      }
    },
    "page_url": "https://agentery.com/market/investment-research-agent",
    "counts": {
      "listings_with_price_capture": 29,
      "listings_with_observed_public_price": 4,
      "providers_with_numeric_monthly_price_latest_scan": 1,
      "like_for_like_comparable_pairs": 1
    },
    "movement": {
      "d": {
        "published": false,
        "value_pct": null,
        "held_reason": null
      },
      "w": {
        "published": false,
        "value_pct": null,
        "held_reason": null
      },
      "m": {
        "published": false,
        "value_pct": null,
        "held_reason": null
      }
    },
    "pricing_version": "cohorts-1",
    "pricing_status": "single_observation",
    "pricing_by_tier": null,
    "single_observations": [
      {
        "tier": "pro",
        "unit": "flat",
        "provider": "tvr_mcp",
        "monthly_usd": 9.99
      }
    ],
    "pricing_coverage": {
      "listings_with_price_capture": 29,
      "listings_with_observed_public_price": 4,
      "normalized_observations": 1,
      "comparable_providers": 1,
      "strict_cohorts": 0,
      "exclusion_reasons": {
        "usage_not_monthly": 5,
        "ambiguous_cadence": 1
      }
    },
    "pricing_note": "Only ONE provider in this niche publishes a comparable price — returned as a single observation, NOT a benchmark, median or fair price. See adjacent_pricing or confirm the niche to widen the sample.",
    "pricing_excluded_observations": {
      "usage_not_monthly": 5,
      "ambiguous_cadence": 1
    },
    "billing_mix": {
      "usage": 1,
      "freemium": 1,
      "free": 1,
      "contact_sales": 1
    },
    "free_tier_share": 0.5,
    "top_providers": [
      {
        "agent_id": "caplia",
        "name": "caplia",
        "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": "genome_industrial_intelligence",
        "name": "genome-industrial-signals",
        "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": "kimpton",
        "name": "Kimpton",
        "price": {
          "observed": false,
          "billing": "not_found",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "No public price found",
          "summary": "Kimpton does not publish clear public subscription pricing on the provided homepage and directs prospective customers to request a demo."
        },
        "observed": false
      },
      {
        "agent_id": "mcp_deal_flow_signal",
        "name": "GitDealFlow Signal",
        "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": "phasefolio_mcp",
        "name": "PhaseFolio",
        "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 homepage."
        },
        "observed": false
      }
    ],
    "suggested_next_calls": [
      {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "investment-research-agent"
        },
        "purpose": "full observed price distribution + per-tier medians for this niche"
      },
      {
        "tool": "niche_report",
        "arguments": {
          "niche": "investment-research-agent",
          "response_mode": "full"
        },
        "purpose": "the complete report incl. index series and tier decomposition"
      },
      {
        "tool": "suggest_alternatives",
        "arguments": {
          "agent_id": "caplia"
        },
        "purpose": "comparable (optionally cheaper) providers to a named agent"
      },
      {
        "tool": "get_agent_profile",
        "arguments": {
          "agent_id": "caplia"
        },
        "purpose": "full profile, integrations and pricing for one provider"
      }
    ]
  }
}