Fraud Detection Finance

{
  "niche": "fraud-detection-finance",
  "parent_sector": "financial-services",
  "provider_type_pricing": {
    "slug": "fraud-detection-finance",
    "pricing_basis": "lowest_observed_monthly_usd",
    "provider_type_methodology": "commercial-form-v2",
    "provider_type_methodology_published_at": "2026-07-31",
    "blended": {
      "median": 30,
      "p25": null,
      "p75": null,
      "providers": 2
    },
    "by_provider_type": {
      "agent": {
        "median": null,
        "p25": null,
        "p75": null,
        "providers": 1,
        "publishable": false,
        "confidence": "insufficient",
        "reason": "Fewer than three comparable priced Agent-economy products are available."
      },
      "mcp": {
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        "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": "crowded",
  "observed_node_count": 7,
  "adjacent_niches": [
    "quantitative-analysis-agent",
    "ai-banking-chatbot",
    "equity-research-agent",
    "wealth-management-copilot",
    "credit-scoring-agent",
    "ai-insurance-risk-cover"
  ],
  "market_pulse": {
    "pulse": 45,
    "drivers": [
      "enterprise money present",
      "1 new builder in 30d"
    ],
    "price_move_30d_pct": null,
    "money_share": 0.5,
    "entry_rate": 0.04,
    "alive_share": 0.9523809523809523
  },
  "price_move": {
    "d_pct": 0,
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    "comparable_agents": 2,
    "quarantined_agents": 0,
    "confidence": "thin",
    "published": {
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      "m": {
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    },
    "tier_series": {
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    "tier_own_move": {
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      "m": {
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    },
    "tier_agents": {
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    "obs_range": {
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    "tier_obs_range": {
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  },
  "pricing": {
    "sampleSize": 20,
    "observed": 8,
    "byPersona": {
      "free": {
        "n": 3,
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        "reliability": "none",
        "median": null,
        "p25": null,
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      "individual": {
        "n": 9,
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        "reliability": "medium",
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        "p25": 0.02,
        "p75": 0.13,
        "min": 0.01,
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        "mean": 1.32,
        "stdev": 3.51,
        "usageShare": 0.89
      },
      "pro": {
        "n": 1,
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        "reliability": "none",
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        "p25": 50,
        "p75": 50,
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        "max": 50,
        "mean": 50,
        "stdev": 0,
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      },
      "team_sme": {
        "n": 1,
        "nPriced": 1,
        "reliability": "none",
        "median": 3990,
        "p25": 3990,
        "p75": 3990,
        "min": 3990,
        "max": 3990,
        "mean": 3990,
        "stdev": 0,
        "usageShare": 0
      },
      "enterprise": {
        "n": 3,
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        "mean": 0.03,
        "stdev": 0,
        "usageShare": 0.33
      }
    },
    "byPersonaMonthly": {
      "free": {
        "nMonthly": 0,
        "p25": null,
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        "p75": null,
        "confidence": "none",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": false
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      "individual": {
        "nMonthly": 0,
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        "p75": null,
        "confidence": "none",
        "usageShare": 0.89,
        "mixedBilling": true,
        "monthlyComparable": false
      },
      "pro": {
        "nMonthly": 1,
        "p25": null,
        "median": null,
        "p75": null,
        "confidence": "none",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": false
      },
      "team_sme": {
        "nMonthly": 1,
        "p25": null,
        "median": null,
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        "confidence": "none",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": false
      },
      "enterprise": {
        "nMonthly": 0,
        "p25": null,
        "median": null,
        "p75": null,
        "confidence": "none",
        "usageShare": 0.33,
        "mixedBilling": true,
        "monthlyComparable": false
      }
    },
    "byTierCohorts": {
      "status": "insufficient",
      "cohorts": [],
      "rejected": {
        "ambiguous_cadence": 2,
        "usage_not_monthly": 8,
        "free_or_zero": 1
      },
      "evidence": {
        "status": "observed_offers_only",
        "single_observations": [],
        "observed_offers": [
          {
            "billing": "monthly",
            "unit": "flat",
            "count": 3,
            "offers": [
              {
                "provider": "beam_transaction_monitoring",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$50/month",
                "monthly_usd": 50
              },
              {
                "provider": "beam_transaction_monitoring",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$3990/month",
                "monthly_usd": 3990
              },
              {
                "provider": "chainosintintelligence",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$10/mo",
                "monthly_usd": 10
              }
            ]
          },
          {
            "billing": "usage",
            "unit": "flat",
            "count": 6,
            "offers": [
              {
                "provider": "b20check",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.01 a call",
                "monthly_usd": null
              },
              {
                "provider": "baseguard_walletguard",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.02 / verdict",
                "monthly_usd": null
              },
              {
                "provider": "baseguard_walletguard",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.02 / verdict",
                "monthly_usd": null
              },
              {
                "provider": "baseguard_walletguard",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.20 / verdict",
                "monthly_usd": null
              },
              {
                "provider": "baseguard_walletguard",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.10 / verdict",
                "monthly_usd": null
              },
              {
                "provider": "chainosintintelligence",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.10 / 1K",
                "monthly_usd": null
              }
            ]
          },
          {
            "billing": "usage",
            "unit": "per_agent",
            "count": 2,
            "offers": [
              {
                "provider": "aml_agent",
                "tier": "individual",
                "billing": "usage",
                "unit": "per_agent",
                "price": "$0.08/agent run",
                "monthly_usd": null
              },
              {
                "provider": "aml_agent",
                "tier": "enterprise",
                "billing": "usage",
                "unit": "per_agent",
                "price": "$0.03/agent run",
                "monthly_usd": null
              }
            ]
          },
          {
            "billing": "unspecified_period",
            "unit": "flat",
            "count": 2,
            "offers": [
              {
                "provider": "beam_transaction_monitoring",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "chainosintintelligence",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              }
            ]
          }
        ],
        "coverage": {
          "priced_providers": 5,
          "normalized_observations": 3,
          "comparable_providers": 2,
          "strict_cohorts": 0,
          "exclusion_reasons": {
            "ambiguous_cadence": 2,
            "usage_not_monthly": 8,
            "free_or_zero": 1
          }
        }
      }
    },
    "billingMix": {
      "freemium": 3,
      "usage": 3,
      "contact_sales": 1,
      "free": 1
    },
    "freeTierShare": 0.5,
    "medianLowestUsd": 30
  },
  "movement": null,
  "index_series": {
    "series": [
      {
        "day": "2026-07-19",
        "index": 100,
        "pairs": 2,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-20",
        "index": 100,
        "pairs": 2,
        "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": 2,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-04",
        "index": 100,
        "pairs": 2,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-05",
        "index": 100,
        "pairs": 2,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-06",
        "index": 100,
        "pairs": 2,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-07",
        "index": 100,
        "pairs": 2,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-08",
        "index": 100,
        "pairs": 2,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-09",
        "index": 100,
        "pairs": 2,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-10",
        "index": 100,
        "pairs": 2,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-11",
        "index": 100,
        "pairs": 3,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-12",
        "index": 100,
        "pairs": 3,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-13",
        "index": 100,
        "pairs": 3,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-14",
        "index": 100,
        "pairs": 3,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-15",
        "index": 100,
        "pairs": 3,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-16",
        "index": 100,
        "pairs": 3,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-17",
        "index": 100,
        "pairs": 3,
        "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": "baseguard_walletguard",
      "name": "TokenGuard",
      "url": "https://tokenguard.net/",
      "short_summary": "verifies token safety and assesses wallet risk for blockchain transactions",
      "price": {
        "observed": true,
        "billing": "usage",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Paid (price not published)",
        "summary": "TokenGuard charges per verdict, with publicly listed rates from $0.02 to $0.20 and no monthly subscription."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "scam_shield_by_brokerchooser",
      "name": "Scam Shield By Brokerchooser",
      "url": "https://brokerchooser.com/scamshield-mcp-server",
      "short_summary": "verifies whether a financial entity, broker, or investment website is legitimate or potentially fraudulent",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "The MCP server is publicly accessible with rate limits, but no public pricing is stated."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "txrisk",
      "name": "Txrisk",
      "url": "https://txrisk.xyz/",
      "short_summary": "bounded risk-decision analysis for wallets, approvals, transfers, webhook verification, lead qualification, and support telemetry",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public price found on the vendor site."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "ai_agents_for_financial_crime_",
      "name": "Ai Agents For Financial Crime",
      "url": "https://hummingbird.co/platform/ai",
      "short_summary": "automates routine financial crime compliance casework including SAR filing, entity research, case reviews, and narrative writing",
      "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": "aml_agent",
      "name": "AML Agent",
      "url": "https://lyzr.ai/blueprints/banking/aml-agent",
      "short_summary": "automates AML compliance checks, customer due diligence, suspicious transaction detection, KYC, ongoing monitoring, and PEP/sanctions screening",
      "price": {
        "observed": true,
        "billing": "usage",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Paid (price not published)",
        "summary": "Lyzr charges per agent run, with cloud runs priced at $0.08 and VPC/on-premise runs at $0.03, while LLM and some compute costs are billed separately."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "aws_marketplace",
      "name": "Aws Marketplace",
      "url": "https://aws.amazon.com/marketplace/pp/prodview-3w4qlbeydrsy4",
      "short_summary": "detects fraud by verifying proof-of-address documents and identifying inconsistencies/anomalies indicating potential fraud",
      "price": {
        "observed": true,
        "billing": "contact_sales",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Contact sales (no public price)",
        "summary": "Pricing is not publicly displayed; contact sales via 'Request private offer' or 'Request Consultation' for a quote."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "b20check",
      "name": "B20check",
      "url": "https://b20check.com     ",
      "short_summary": "Verify B20 tokens on Base: issuer powers, imposter detection, signed EIP-712 verdicts.",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Free tier + paid plans (price not published)",
        "summary": "B20 Check offers a rate-limited free demo and paid token verification at $0.01 per call with no subscription."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "beam_transaction_monitoring",
      "name": "Transaction Monitoring AI Agent",
      "url": "https://beam.ai/agents/transaction-monitoring-assistant",
      "short_summary": "Monitors transactions for AML, scores alerts, auto-disposes noise (false positives), and prepares investigations/cases",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 50,
        "monthly_usd": 50,
        "headline": "Free tier, then from $50/mo",
        "summary": "Free tier, then from $50/mo. Beam AI offers a free tier, a $50/month Pro plan, a $3990/month Scale plan, and custom pricing for tailored deployments."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "castellum_ai",
      "name": "Castellum Ai",
      "url": "https://www.castellum.ai/products/transaction-monitoring-agent",
      "short_summary": "Monitors transactions in real time, flags and adjudicates suspicious activity, automates alert review, documentation and escalation for AML/fraud compliance",
      "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 Castellum.AI’s transaction monitoring agent; the site directs buyers to schedule an enterprise demo."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "counterparty_intelligence",
      "name": "Counterparty Intelligence",
      "url": "https://crestsystems.ai",
      "short_summary": "Before an agent pays a wallet, buys a token, or extends another agent credit, it needs to know what is on the other side. Most scanners read only the contract…",
      "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
    }
  ],
  "platforms_also_here": [
    {
      "agent_id": "appliedai_studio",
      "name": "Applied AI Studio",
      "url": "https://studio.appliedai.club/finance",
      "short_summary": "Builds custom AI systems for finance teams that extract, compare, and flag issues for invoice matching, fraud/duplicate detection, revenue recognition (ASC 606…",
      "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": "accounts-payable-automation",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "falkordb",
      "name": "Falkordb",
      "url": "https://www.falkordb.com/",
      "short_summary": "Graph database optimized for GraphRAG and agentic AI. Combines knowledge graphs with vector search to reduce hallucinations, enable persistent agent memory, an…",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 73,
        "monthly_usd": 73,
        "headline": "Free tier, then from $73/mo",
        "summary": "Free tier, then from $73/mo. FalkorDB offers a free plan, paid Startup and Pro plans from $73 and $350 per month respectively, and tailored Enterprise pricing."
      },
      "home_niche": "agent-memory-systems",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "fintegration_ai",
      "name": "Fintegration Ai",
      "url": "https://fintegrationfs.com/fintegrationai",
      "short_summary": "AI framework for financial services that enables development and deployment of specialized AI agents for document review, compliance monitoring, fraud detectio…",
      "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
    }
  ],
  "page_url": "https://agentery.com/market/fraud-detection-finance",
  "summary": {
    "niche": "fraud-detection-finance",
    "sector": "financial-services",
    "pricing_by_provider_type": {
      "headline": "No published benchmark for fraud-detection-finance 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": "fraud-detection-finance"
        },
        "note": "add provider_type + buyer_tier for a specific cohort"
      }
    },
    "page_url": "https://agentery.com/market/fraud-detection-finance",
    "counts": {
      "listings_with_price_capture": 20,
      "listings_with_observed_public_price": 8,
      "providers_with_numeric_monthly_price_latest_scan": null,
      "like_for_like_comparable_pairs": null
    },
    "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": "observed_offers_only",
    "pricing_by_tier": null,
    "observed_offers": [
      {
        "billing": "monthly",
        "unit": "flat",
        "count": 3,
        "offers": [
          {
            "provider": "beam_transaction_monitoring",
            "tier": "pro",
            "billing": "monthly",
            "unit": "flat",
            "price": "$50/month",
            "monthly_usd": 50
          },
          {
            "provider": "beam_transaction_monitoring",
            "tier": "team_sme",
            "billing": "monthly",
            "unit": "flat",
            "price": "$3990/month",
            "monthly_usd": 3990
          },
          {
            "provider": "chainosintintelligence",
            "tier": "individual",
            "billing": "monthly",
            "unit": "flat",
            "price": "$10/mo",
            "monthly_usd": 10
          }
        ]
      },
      {
        "billing": "usage",
        "unit": "flat",
        "count": 6,
        "offers": [
          {
            "provider": "b20check",
            "tier": "individual",
            "billing": "usage",
            "unit": "flat",
            "price": "$0.01 a call",
            "monthly_usd": null
          },
          {
            "provider": "baseguard_walletguard",
            "tier": "individual",
            "billing": "usage",
            "unit": "flat",
            "price": "$0.02 / verdict",
            "monthly_usd": null
          },
          {
            "provider": "baseguard_walletguard",
            "tier": "individual",
            "billing": "usage",
            "unit": "flat",
            "price": "$0.02 / verdict",
            "monthly_usd": null
          },
          {
            "provider": "baseguard_walletguard",
            "tier": "individual",
            "billing": "usage",
            "unit": "flat",
            "price": "$0.20 / verdict",
            "monthly_usd": null
          },
          {
            "provider": "baseguard_walletguard",
            "tier": "individual",
            "billing": "usage",
            "unit": "flat",
            "price": "$0.10 / verdict",
            "monthly_usd": null
          },
          {
            "provider": "chainosintintelligence",
            "tier": "individual",
            "billing": "usage",
            "unit": "flat",
            "price": "$0.10 / 1K",
            "monthly_usd": null
          }
        ]
      },
      {
        "billing": "usage",
        "unit": "per_agent",
        "count": 2,
        "offers": [
          {
            "provider": "aml_agent",
            "tier": "individual",
            "billing": "usage",
            "unit": "per_agent",
            "price": "$0.08/agent run",
            "monthly_usd": null
          },
          {
            "provider": "aml_agent",
            "tier": "enterprise",
            "billing": "usage",
            "unit": "per_agent",
            "price": "$0.03/agent run",
            "monthly_usd": null
          }
        ]
      },
      {
        "billing": "unspecified_period",
        "unit": "flat",
        "count": 2,
        "offers": [
          {
            "provider": "beam_transaction_monitoring",
            "tier": "enterprise",
            "billing": "unspecified_period",
            "unit": "flat",
            "price": "Custom",
            "monthly_usd": null
          },
          {
            "provider": "chainosintintelligence",
            "tier": "enterprise",
            "billing": "unspecified_period",
            "unit": "flat",
            "price": "Contact us",
            "monthly_usd": null
          }
        ]
      }
    ],
    "pricing_coverage": {
      "listings_with_price_capture": 20,
      "listings_with_observed_public_price": 8,
      "normalized_observations": 3,
      "comparable_providers": 2,
      "strict_cohorts": 0,
      "exclusion_reasons": {
        "ambiguous_cadence": 2,
        "usage_not_monthly": 8,
        "free_or_zero": 1
      }
    },
    "pricing_note": "No comparable cohort formed (a benchmark needs >=2 providers sharing a buyer tier AND billing unit). observed_offers lists the REAL provider offers, grouped and labelled by billing type — each is a single observed price, never aggregated across mixed units, periods or tiers.",
    "pricing_excluded_observations": {
      "ambiguous_cadence": 2,
      "usage_not_monthly": 8,
      "free_or_zero": 1
    },
    "billing_mix": {
      "freemium": 3,
      "usage": 3,
      "contact_sales": 1,
      "free": 1
    },
    "free_tier_share": 0.5,
    "top_providers": [
      {
        "agent_id": "baseguard_walletguard",
        "name": "TokenGuard",
        "price": {
          "observed": true,
          "billing": "usage",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "Paid (price not published)",
          "summary": "TokenGuard charges per verdict, with publicly listed rates from $0.02 to $0.20 and no monthly subscription."
        },
        "observed": true
      },
      {
        "agent_id": "scam_shield_by_brokerchooser",
        "name": "Scam Shield By Brokerchooser",
        "price": {
          "observed": false,
          "billing": "not_found",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "No public price found",
          "summary": "The MCP server is publicly accessible with rate limits, but no public pricing is stated."
        },
        "observed": false
      },
      {
        "agent_id": "txrisk",
        "name": "Txrisk",
        "price": {
          "observed": false,
          "billing": "not_found",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "No public price found",
          "summary": "No public price found on the vendor site."
        },
        "observed": false
      },
      {
        "agent_id": "ai_agents_for_financial_crime_",
        "name": "Ai Agents For Financial Crime",
        "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": "aml_agent",
        "name": "AML Agent",
        "price": {
          "observed": true,
          "billing": "usage",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "Paid (price not published)",
          "summary": "Lyzr charges per agent run, with cloud runs priced at $0.08 and VPC/on-premise runs at $0.03, while LLM and some compute costs are billed separately."
        },
        "observed": true
      }
    ],
    "suggested_next_calls": [
      {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "fraud-detection-finance"
        },
        "purpose": "full observed price distribution + per-tier medians for this niche"
      },
      {
        "tool": "niche_report",
        "arguments": {
          "niche": "fraud-detection-finance",
          "response_mode": "full"
        },
        "purpose": "the complete report incl. index series and tier decomposition"
      },
      {
        "tool": "suggest_alternatives",
        "arguments": {
          "agent_id": "baseguard_walletguard"
        },
        "purpose": "comparable (optionally cheaper) providers to a named agent"
      },
      {
        "tool": "get_agent_profile",
        "arguments": {
          "agent_id": "baseguard_walletguard"
        },
        "purpose": "full profile, integrations and pricing for one provider"
      }
    ]
  }
}