~ · home · security ai-fraud-monitoring · 17

AI Fraud Monitoring

Query this niche via MCPniche_report({ niche: "ai-fraud-monitoring" })
active marketmarket pulse 44/100commercial money present0 new builders in 30d17 listings
basis: all observed monthly plans · commercial-form-v2
Agents · median
None priced — too few for a Agents median.
MCP servers · median
$149/mo
$19–$299 middle half · 7 providers

All plansAgents vs MCPs

each dot = one provider · log scale
MCP servers $149
Identifai Mcp · $10
tokensafe · $10
Shumei Anti Fraud Mcp · $19
scamverify · $149
Is It Legit · $5
fraudlabspro · $65
Shumei Anti Fraud Mcp · $89
scamverify · $499
Shumei Anti Fraud Mcp · $199
Chronoverify Mcp · $299
fraudlabspro · $375
scamverify · $2,249
$5
$10
$25
$50
$100
$250
$500
$1,000
$2,500
AgentsMCP serversshaded = middle half · line = median
This page is the human view of the MCP answer. The same structured `niche_report` / `price_benchmark` an agent receives over MCP or REST.
niche_reportprice_benchmark
See the MCP response behind this pageniche_report
{
  "niche": "ai-fraud-monitoring",
  "parent_sector": "security",
  "provider_type_pricing": {
    "slug": "ai-fraud-monitoring",
    "pricing_basis": "lowest_observed_monthly_usd",
    "provider_type_methodology": "commercial-form-v2",
    "provider_type_methodology_published_at": "2026-07-31",
    "blended": {
      "median": 10,
      "p25": null,
      "p75": null,
      "providers": 8
    },
    "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": {
        "median": 10,
        "p25": null,
        "p75": null,
        "providers": 7,
        "publishable": true,
        "confidence": "moderate"
      }
    },
    "recommended_cohort": null,
    "recommendation_reason": "Choose the cohort according to the commercial delivery type being assessed.",
    "fallback_context": null,
    "context_note": null
  },
  "crowding_level": "empty",
  "observed_node_count": 0,
  "adjacent_niches": [
    "ai-phishing-detection",
    "cloud-security-posture",
    "ai-security-orchestrator",
    "ai-grc-agent",
    "blue-team-agent",
    "phishing-triage-agent"
  ],
  "market_pulse": {
    "pulse": 44,
    "drivers": [
      "enterprise money present",
      "1 new builder in 30d"
    ],
    "price_move_30d_pct": 0,
    "money_share": 0.3333333333333333,
    "entry_rate": 0.045454545454545456,
    "alive_share": 1
  },
  "price_move": {
    "d_pct": 0,
    "w_pct": 0,
    "m_pct": 0,
    "comparable_agents": 9,
    "quarantined_agents": 0,
    "confidence": "high",
    "published": {
      "d": false,
      "w": false,
      "m": false
    },
    "held_reason": {
      "d": null,
      "w": null,
      "m": null
    },
    "driver": {
      "d": null,
      "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": [
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100
      ],
      "pro": [
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100
      ],
      "team_sme": [
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100
      ],
      "enterprise": [
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100
      ]
    },
    "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": 5,
      "pro": 5,
      "team_sme": 4,
      "enterprise": 0
    },
    "obs_range": {
      "d": null,
      "w": null,
      "m": null
    },
    "tier_obs_range": {
      "d": {
        "individual": null,
        "pro": null,
        "team_sme": null,
        "enterprise": null
      },
      "w": {
        "individual": null,
        "pro": null,
        "team_sme": null,
        "enterprise": null
      },
      "m": {
        "individual": null,
        "pro": null,
        "team_sme": null,
        "enterprise": null
      }
    }
  },
  "pricing": {
    "sampleSize": 17,
    "observed": 9,
    "byPersona": {
      "free": {
        "n": 6,
        "nPriced": 0,
        "reliability": "none",
        "median": null,
        "p25": null,
        "p75": null,
        "min": null,
        "max": null,
        "mean": null,
        "stdev": null,
        "usageShare": 0.33
      },
      "individual": {
        "n": 11,
        "nPriced": 8,
        "reliability": "medium",
        "median": 9.5,
        "p25": 0.03,
        "p75": 14.75,
        "min": 0.01,
        "max": 149,
        "mean": 25.88,
        "stdev": 50.66,
        "usageShare": 0.45
      },
      "pro": {
        "n": 8,
        "nPriced": 5,
        "reliability": "medium",
        "median": 89,
        "p25": 29.95,
        "p75": 99.95,
        "min": 5,
        "max": 499,
        "mean": 144.58,
        "stdev": 202.06,
        "usageShare": 0
      },
      "team_sme": {
        "n": 6,
        "nPriced": 6,
        "reliability": "medium",
        "median": 399.48,
        "p25": 262.21,
        "p75": 1249.24,
        "min": 199,
        "max": 2999,
        "mean": 957.65,
        "stdev": 1111.74,
        "usageShare": 0
      },
      "enterprise": {
        "n": 3,
        "nPriced": 0,
        "reliability": "none",
        "median": null,
        "p25": null,
        "p75": null,
        "min": null,
        "max": null,
        "mean": null,
        "stdev": null,
        "usageShare": 0
      }
    },
    "byPersonaMonthly": {
      "free": {
        "nMonthly": 0,
        "p25": null,
        "median": null,
        "p75": null,
        "confidence": "none",
        "usageShare": 0.33,
        "mixedBilling": true,
        "monthlyComparable": false
      },
      "individual": {
        "nMonthly": 3,
        "p25": 19,
        "median": 29,
        "p75": 89,
        "confidence": "low",
        "usageShare": 0.45,
        "mixedBilling": true,
        "monthlyComparable": true
      },
      "pro": {
        "nMonthly": 5,
        "p25": 29.95,
        "median": 89,
        "p75": 99.95,
        "confidence": "medium",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": true
      },
      "team_sme": {
        "nMonthly": 6,
        "p25": 262.21,
        "median": 399.48,
        "p75": 1249.24,
        "confidence": "medium",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": true
      },
      "enterprise": {
        "nMonthly": 0,
        "p25": null,
        "median": null,
        "p75": null,
        "confidence": "none",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": false
      }
    },
    "byTierCohorts": {
      "status": "ok",
      "cohorts": [
        {
          "tier": "individual",
          "currency": "USD",
          "period": "month",
          "unit": "flat",
          "median": 14.5,
          "provider_count": 4,
          "plan_observation_count": 5,
          "data_confidence": 0.32,
          "data_confidence_basis": {
            "provider_component": 0.33,
            "observation_component": 0.25,
            "provider_count": 4,
            "plan_observation_count": 5
          },
          "reliability": "low",
          "members": [
            {
              "provider": "identifai_mcp",
              "usd": 10
            },
            {
              "provider": "tokensafe",
              "usd": 10
            },
            {
              "provider": "shumei_anti_fraud_mcp",
              "usd": 19
            },
            {
              "provider": "scamverify",
              "usd": 149
            }
          ]
        },
        {
          "tier": "pro",
          "currency": "USD",
          "period": "month",
          "unit": "flat",
          "median": 76.97,
          "provider_count": 4,
          "plan_observation_count": 5,
          "data_confidence": 0.32,
          "data_confidence_basis": {
            "provider_component": 0.33,
            "observation_component": 0.25,
            "provider_count": 4,
            "plan_observation_count": 5
          },
          "reliability": "low",
          "members": [
            {
              "provider": "is_it_legit",
              "usd": 5
            },
            {
              "provider": "fraudlabspro",
              "usd": 64.95
            },
            {
              "provider": "shumei_anti_fraud_mcp",
              "usd": 89
            },
            {
              "provider": "scamverify",
              "usd": 499
            }
          ]
        },
        {
          "tier": "team_sme",
          "currency": "USD",
          "period": "month",
          "unit": "flat",
          "median": 336.98,
          "provider_count": 4,
          "plan_observation_count": 6,
          "data_confidence": 0.33,
          "data_confidence_basis": {
            "provider_component": 0.33,
            "observation_component": 0.3,
            "provider_count": 4,
            "plan_observation_count": 6
          },
          "reliability": "low",
          "members": [
            {
              "provider": "shumei_anti_fraud_mcp",
              "usd": 199
            },
            {
              "provider": "chronoverify_mcp",
              "usd": 299
            },
            {
              "provider": "fraudlabspro",
              "usd": 374.95
            },
            {
              "provider": "scamverify",
              "usd": 2249
            }
          ]
        }
      ],
      "rejected": {
        "free_or_zero": 2,
        "ambiguous_cadence": 3,
        "usage_not_monthly": 3,
        "one_time": 4
      },
      "evidence": {
        "status": "ok",
        "single_observations": [],
        "observed_offers": [
          {
            "billing": "monthly",
            "unit": "flat",
            "count": 16,
            "offers": [
              {
                "provider": "chronoverify_mcp",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$299 / mo",
                "monthly_usd": 299
              },
              {
                "provider": "fraudlabspro",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$29.95 per month",
                "monthly_usd": 29.95
              },
              {
                "provider": "fraudlabspro",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$99.95 per month",
                "monthly_usd": 99.95
              },
              {
                "provider": "fraudlabspro",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$249.95 per month",
                "monthly_usd": 249.95
              },
              {
                "provider": "fraudlabspro",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$499.95 per month",
                "monthly_usd": 499.95
              },
              {
                "provider": "identifai_mcp",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$10/mo",
                "monthly_usd": 10
              },
              {
                "provider": "is_it_legit",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$5/mo",
                "monthly_usd": 5
              },
              {
                "provider": "scamverify",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$149 /mo",
                "monthly_usd": 149
              },
              {
                "provider": "scamverify",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$499 /mo",
                "monthly_usd": 499
              },
              {
                "provider": "scamverify",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$1,499 /mo",
                "monthly_usd": 1499
              },
              {
                "provider": "scamverify",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$2,999/mo",
                "monthly_usd": 2999
              },
              {
                "provider": "shumei_anti_fraud_mcp",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$9/mo",
                "monthly_usd": 9
              },
              {
                "provider": "shumei_anti_fraud_mcp",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$29/mo",
                "monthly_usd": 29
              },
              {
                "provider": "shumei_anti_fraud_mcp",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$89/mo",
                "monthly_usd": 89
              },
              {
                "provider": "shumei_anti_fraud_mcp",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$199/mo",
                "monthly_usd": 199
              },
              {
                "provider": "tokensafe",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$10/mo",
                "monthly_usd": 10
              }
            ]
          },
          {
            "billing": "one_time",
            "unit": "flat",
            "count": 4,
            "offers": [
              {
                "provider": "chronoverify_mcp",
                "tier": "pro",
                "billing": "one_time",
                "unit": "flat",
                "price": "$49 one time",
                "monthly_usd": null
              },
              {
                "provider": "facelookup",
                "tier": "individual",
                "billing": "one_time",
                "unit": "flat",
                "price": "$7",
                "monthly_usd": null
              },
              {
                "provider": "facelookup",
                "tier": "pro",
                "billing": "one_time",
                "unit": "flat",
                "price": "$11",
                "monthly_usd": null
              },
              {
                "provider": "facelookup",
                "tier": "pro",
                "billing": "one_time",
                "unit": "flat",
                "price": "$29",
                "monthly_usd": null
              }
            ]
          },
          {
            "billing": "usage",
            "unit": "flat",
            "count": 3,
            "offers": [
              {
                "provider": "tokensafe",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.008",
                "monthly_usd": null
              },
              {
                "provider": "verdictswarm_mcp",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.01",
                "monthly_usd": null
              },
              {
                "provider": "verdictswarm_mcp",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.03",
                "monthly_usd": null
              }
            ]
          },
          {
            "billing": "unspecified_period",
            "unit": "flat",
            "count": 3,
            "offers": [
              {
                "provider": "identifai_mcp",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "scamverify",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "tokensafe",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              }
            ]
          }
        ],
        "coverage": {
          "priced_providers": 9,
          "normalized_observations": 16,
          "comparable_providers": 7,
          "strict_cohorts": 3,
          "exclusion_reasons": {
            "free_or_zero": 2,
            "ambiguous_cadence": 3,
            "usage_not_monthly": 3,
            "one_time": 4
          }
        }
      }
    },
    "billingMix": {
      "freemium": 7,
      "subscription": 1,
      "one-time": 1
    },
    "freeTierShare": 0.78,
    "medianLowestUsd": 10
  },
  "movement": null,
  "index_series": {
    "series": [
      {
        "day": "2026-07-19",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-20",
        "index": 100,
        "pairs": 12,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-21",
        "index": 100,
        "pairs": 12,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-22",
        "index": 100,
        "pairs": 12,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-23",
        "index": 100,
        "pairs": 12,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-24",
        "index": 100,
        "pairs": 12,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-25",
        "index": 100,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-26",
        "index": 100,
        "pairs": 8,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-27",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-28",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-29",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-30",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-31",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-01",
        "index": 100,
        "pairs": 12,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-02",
        "index": 100,
        "pairs": 12,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-03",
        "index": 100,
        "pairs": 13,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-04",
        "index": 100,
        "pairs": 13,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-05",
        "index": 100,
        "pairs": 13,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-06",
        "index": 100,
        "pairs": 13,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-07",
        "index": 100,
        "pairs": 13,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-08",
        "index": 100,
        "pairs": 13,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-09",
        "index": 100,
        "pairs": 13,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-10",
        "index": 100,
        "pairs": 12,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-11",
        "index": 100,
        "pairs": 14,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-12",
        "index": 100,
        "pairs": 14,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-13",
        "index": 100,
        "pairs": 14,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-14",
        "index": 100,
        "pairs": 14,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-15",
        "index": 100,
        "pairs": 14,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-16",
        "index": 100,
        "pairs": 14,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-17",
        "index": 100,
        "pairs": 14,
        "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": "fraudlabspro",
      "name": "fraudlabspro",
      "url": "https://www.fraudlabspro.com/supported-platforms/mcp",
      "short_summary": "screens order transactions and user-related events like logins or registrations to identify and prevent fraudulent activities",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 29.95,
        "monthly_usd": 29.95,
        "headline": "Free tier, then from $29.95/mo",
        "summary": "Free tier, then from $29.95/mo. FraudLabs Pro offers a free Micro plan and paid monthly plans from $29.95 to $499.95, with higher query limits and features on larger plans."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "scamverify",
      "name": "ScamVerify",
      "url": "https://docs.scamverify.ai",
      "short_summary": "scam and threat verification across phone numbers, URLs, text messages, emails, documents, and QR codes",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 149,
        "monthly_usd": 149,
        "headline": "Free tier, then from $149/mo",
        "summary": "Free tier, then from $149/mo. ScamVerify offers a permanent free tier with 150 monthly lookups, followed by paid plans from $149/month or $124/month when billed annually."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "verdictswarm_mcp",
      "name": "VerdictSwarm",
      "url": "https://vswarm.io",
      "short_summary": "analyzes cryptocurrency tokens for security risks using 6 adversarial AI agents that independently analyze, debate, and reach consensus",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Free tier + paid plans (price not published)",
        "summary": "VerdictSwarm offers a permanent free allowance of 300 fast and 10 deep scans per day, followed by metered API calls priced at $0.001, $0.01, or $0.03 by scan depth."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "chronoverify_mcp",
      "name": "Chronoverify",
      "url": "https://chronoverify.com",
      "short_summary": "**Verify a photo's capture time and provenance.** ChronoVerify checks when an image was taken, on what device, whether it carries valid C2PA Content Credential…",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 299,
        "monthly_usd": 299,
        "headline": "Free tier, then from $299/mo",
        "summary": "Free tier, then from $299/mo. ChronoVerify offers a permanent free tier, usage-based verification at $0.003 per image, a $49 one-time signed report, and a $299 monthly team plan."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "deepfake_sentinel",
      "name": "Deepfake-Sentinel",
      "url": "https://deepfake-sentinel-mcp.vercel.app",
      "short_summary": "Deepfake-Sentinel is a premium micro-service from the M2MCent factory, configured as a Model Context Protocol (MCP) server. Functionality: Analista Forense de…",
      "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": "is_it_legit",
      "name": "is-it-legit by M8ven",
      "url": "https://m8ven.ai/brandcheck",
      "short_summary": "verifies brand and website trustworthiness for purchase safety",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 5,
        "monthly_usd": 5,
        "headline": "Free tier, then from $5/mo",
        "summary": "Free tier, then from $5/mo. M8ven offers a free plan and a Plus subscription priced at $5/mo, with enterprise features available through custom pricing."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "rug_munch_intelligence",
      "name": "Rug Munch Intelligence MCP",
      "url": "https://rugmunch.io",
      "short_summary": "221 AI-powered crypto security tools across 13 blockchains. Scam detection, honeypot checks, wallet forensics, whale tracking, smart contract auditing, market…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No reliable public subscription pricing or billing period was visible on the homepage."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "token_safety",
      "name": "SafeAgent Token Safety",
      "url": "https://safeagent.dev",
      "short_summary": "Token safety for AI agents. 27 scam patterns, real honeypot simulation via DEX swap testing, 6 EVM chains. 38 MCP tools including DeFi data, agent economy with…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public pricing plans or reliable subscription prices were observed on the homepage."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "identifai_mcp",
      "name": "identifai-mcp",
      "url": "https://smithery.ai/server/root/identifai-mcp",
      "short_summary": "Detect AI-generated images, videos, and audio with identifAI's deepfake detection tools.",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 10,
        "monthly_usd": 10,
        "headline": "Free tier, then from $10/mo",
        "summary": "Free tier, then from $10/mo. Smithery offers a free Hobby tier, a $10/month Pay as You Go plan with included RPC credits, and custom enterprise pricing."
      },
      "evidence_quality": "low",
      "upvotes": 0
    },
    {
      "agent_id": "tokensafe",
      "name": "TokenSafe",
      "url": "https://smithery.ai/server/ampactor-labs/tokensafe",
      "short_summary": "Evaluate Solana SPL tokens for security risks and safety scores instantly. Provides concise risk summaries and screenings to protect against potential threats.…",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 10,
        "monthly_usd": 10,
        "headline": "Free tier, then from $10/mo",
        "summary": "Free tier, then from $10/mo. Smithery offers a free Hobby tier, a $10/month Pay as You Go plan with usage credits, custom enterprise pricing, and TokenSafe reports priced at $0.008 per API request."
      },
      "evidence_quality": "low",
      "upvotes": 0
    }
  ],
  "platforms_also_here": [],
  "page_url": "https://agentery.com/market/ai-fraud-monitoring",
  "summary": {
    "niche": "ai-fraud-monitoring",
    "sector": "security",
    "pricing_by_provider_type": {
      "headline": "Prices differ by provider type and buyer tier — no blended headline is used. Strongest cohort: MCP servers · Individual median $15/mo (4 providers). See benchmarks_by_provider_type_and_tier for the full matrix.",
      "benchmarks": [
        {
          "provider_type": "mcp",
          "provider_type_label": "MCP servers",
          "buyer_tier": "individual",
          "buyer_tier_label": "Individual",
          "pricing_unit": "flat",
          "pricing_unit_label": "flat monthly",
          "comparable_provider_count": 4,
          "reliability": "low",
          "median": 14.5,
          "p25": null,
          "p75": null,
          "status": "median_only"
        },
        {
          "provider_type": "mcp",
          "provider_type_label": "MCP servers",
          "buyer_tier": "pro",
          "buyer_tier_label": "Pro",
          "pricing_unit": "flat",
          "pricing_unit_label": "flat monthly",
          "comparable_provider_count": 4,
          "reliability": "low",
          "median": 76.97,
          "p25": null,
          "p75": null,
          "status": "median_only"
        },
        {
          "provider_type": "mcp",
          "provider_type_label": "MCP servers",
          "buyer_tier": "team_sme",
          "buyer_tier_label": "Team / SME",
          "pricing_unit": "flat",
          "pricing_unit_label": "flat monthly",
          "comparable_provider_count": 4,
          "reliability": "low",
          "median": 336.98,
          "p25": null,
          "p75": null,
          "status": "median_only"
        }
      ],
      "warnings": [
        "This niche currently has sufficient MCP pricing but insufficient agent pricing."
      ],
      "full_pricing_via": {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "ai-fraud-monitoring"
        },
        "note": "add provider_type + buyer_tier for a specific cohort"
      }
    },
    "page_url": "https://agentery.com/market/ai-fraud-monitoring",
    "counts": {
      "listings_with_price_capture": 17,
      "listings_with_observed_public_price": 9,
      "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": "ok",
    "pricing_by_tier": [
      {
        "tier": "individual",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 14.5,
        "provider_count": 4,
        "plan_observation_count": 5,
        "data_confidence": 0.32,
        "data_confidence_basis": {
          "provider_component": 0.33,
          "observation_component": 0.25,
          "provider_count": 4,
          "plan_observation_count": 5
        },
        "reliability": "low",
        "members": [
          {
            "provider": "identifai_mcp",
            "usd": 10
          },
          {
            "provider": "tokensafe",
            "usd": 10
          },
          {
            "provider": "shumei_anti_fraud_mcp",
            "usd": 19
          },
          {
            "provider": "scamverify",
            "usd": 149
          }
        ]
      },
      {
        "tier": "pro",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 76.97,
        "provider_count": 4,
        "plan_observation_count": 5,
        "data_confidence": 0.32,
        "data_confidence_basis": {
          "provider_component": 0.33,
          "observation_component": 0.25,
          "provider_count": 4,
          "plan_observation_count": 5
        },
        "reliability": "low",
        "members": [
          {
            "provider": "is_it_legit",
            "usd": 5
          },
          {
            "provider": "fraudlabspro",
            "usd": 64.95
          },
          {
            "provider": "shumei_anti_fraud_mcp",
            "usd": 89
          },
          {
            "provider": "scamverify",
            "usd": 499
          }
        ]
      },
      {
        "tier": "team_sme",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 336.98,
        "provider_count": 4,
        "plan_observation_count": 6,
        "data_confidence": 0.33,
        "data_confidence_basis": {
          "provider_component": 0.33,
          "observation_component": 0.3,
          "provider_count": 4,
          "plan_observation_count": 6
        },
        "reliability": "low",
        "members": [
          {
            "provider": "shumei_anti_fraud_mcp",
            "usd": 199
          },
          {
            "provider": "chronoverify_mcp",
            "usd": 299
          },
          {
            "provider": "fraudlabspro",
            "usd": 374.95
          },
          {
            "provider": "scamverify",
            "usd": 2249
          }
        ]
      }
    ],
    "pricing_coverage": {
      "listings_with_price_capture": 17,
      "listings_with_observed_public_price": 9,
      "normalized_observations": 16,
      "comparable_providers": 7,
      "strict_cohorts": 3,
      "exclusion_reasons": {
        "free_or_zero": 2,
        "ambiguous_cadence": 3,
        "usage_not_monthly": 3,
        "one_time": 4
      }
    },
    "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": {
      "free_or_zero": 2,
      "ambiguous_cadence": 3,
      "usage_not_monthly": 3,
      "one_time": 4
    },
    "billing_mix": {
      "freemium": 7,
      "subscription": 1,
      "one-time": 1
    },
    "free_tier_share": 0.78,
    "top_providers": [
      {
        "agent_id": "fraudlabspro",
        "name": "fraudlabspro",
        "price": {
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 29.95,
          "monthly_usd": 29.95,
          "headline": "Free tier, then from $29.95/mo",
          "summary": "Free tier, then from $29.95/mo. FraudLabs Pro offers a free Micro plan and paid monthly plans from $29.95 to $499.95, with higher query limits and features on larger plans."
        },
        "observed": true
      },
      {
        "agent_id": "scamverify",
        "name": "ScamVerify",
        "price": {
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 149,
          "monthly_usd": 149,
          "headline": "Free tier, then from $149/mo",
          "summary": "Free tier, then from $149/mo. ScamVerify offers a permanent free tier with 150 monthly lookups, followed by paid plans from $149/month or $124/month when billed annually."
        },
        "observed": true
      },
      {
        "agent_id": "verdictswarm_mcp",
        "name": "VerdictSwarm",
        "price": {
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "Free tier + paid plans (price not published)",
          "summary": "VerdictSwarm offers a permanent free allowance of 300 fast and 10 deep scans per day, followed by metered API calls priced at $0.001, $0.01, or $0.03 by scan depth."
        },
        "observed": true
      },
      {
        "agent_id": "chronoverify_mcp",
        "name": "Chronoverify",
        "price": {
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 299,
          "monthly_usd": 299,
          "headline": "Free tier, then from $299/mo",
          "summary": "Free tier, then from $299/mo. ChronoVerify offers a permanent free tier, usage-based verification at $0.003 per image, a $49 one-time signed report, and a $299 monthly team plan."
        },
        "observed": true
      },
      {
        "agent_id": "deepfake_sentinel",
        "name": "Deepfake-Sentinel",
        "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-fraud-monitoring"
        },
        "purpose": "full observed price distribution + per-tier medians for this niche"
      },
      {
        "tool": "niche_report",
        "arguments": {
          "niche": "ai-fraud-monitoring",
          "response_mode": "full"
        },
        "purpose": "the complete report incl. index series and tier decomposition"
      },
      {
        "tool": "suggest_alternatives",
        "arguments": {
          "agent_id": "fraudlabspro"
        },
        "purpose": "comparable (optionally cheaper) providers to a named agent"
      },
      {
        "tool": "get_agent_profile",
        "arguments": {
          "agent_id": "fraudlabspro"
        },
        "purpose": "full profile, integrations and pricing for one provider"
      }
    ]
  }
}
Full market

9 providers, one sortable view

Dense enough for many listings; progressive disclosure keeps mobile usable.

ProviderTypeFromVs niche medianLiveness
fraudlabsproscreens order transactions and user-related events like logins or registrations to identify and prevent fraudulent activities
mcp$29.95from / mo61.1% below100% livemcp61.1% below median100% live
ScamVerifyscam and threat verification across phone numbers, URLs, text messages, emails, documents, and QR codes
mcp$149from / mo93.6% above100% livemcp93.6% above median100% live
VerdictSwarmanalyzes cryptocurrency tokens for security risks using 6 adversarial AI agents that independently analyze, debate, and reach consensus
mcpFree tierpaid plans vary100% livemcp100% live
Chronoverify**Verify a photo's capture time and provenance.** ChronoVerify checks when an image was taken, on what device, whether it carries valid C2PA Content Credential…
mcp$299from / mo288.5% above100% livemcp288.5% above median100% live
is-it-legit by M8venverifies brand and website trustworthiness for purchase safety
mcp$5from / mo93.5% below100% livemcp93.5% below median100% live
identifai-mcpDetect AI-generated images, videos, and audio with identifAI's deepfake detection tools.
mcp$10from / mo87% below100% livemcp87% below median100% live
TokenSafeEvaluate Solana SPL tokens for security risks and safety scores instantly. Provides concise risk summaries and screenings to protect against potential threats.…
mcp$10from / mo87% below100% livemcp87% below median100% live
FacelookupA pay-once reverse face search service that scans publicly indexed web pages and platforms for matching faces, supporting dating-profile verification, catfish…
agent$7from / mo90.9% below100% liveagent90.9% below median100% live
Shumei Anti FraudMCP server that provides real-time fraud detection and content moderation capabilities for AI agents. Analyzes text, images, audio, and device identifiers to d…
mcp$9from / mo88.3% below100% livemcp88.3% below median100% live
Showing only providers with a published price or a free plan. $29 = lowest observed monthly · Free = free to use · Free tier = free plan + paid options.