~ · home · security ai-phishing-detection · 8

AI Phishing Detection

Query this niche via MCPniche_report({ niche: "ai-phishing-detection" })
active marketmarket pulse 32/100commercial money present0 new builders in 30d8 listings
basis: all observed monthly plans · commercial-form-v2
Agents · median
None priced — too few for a Agents median.
MCP servers · median
$49/mo
$34–$67 middle half · 4 providers

All plansAgents vs MCPs

each dot = one provider · log scale
MCP servers $49
unphurl · $10
inboxguard · $12
Guard Mail · $34
inboxguard · $39
Urlcheck Mcp · $49
Guard Mail · $67
inboxguard · $119
Urlcheck Mcp · $599
$10
$25
$50
$100
$250
$500
AgentsMCP serversshaded = middle half · line = median

All plans

8 priced
Providervs its cohort medianMonthly
unphurlmcp
$10 below
inboxguardmcp
$12 below
Guard Mailmcp
$34 below
inboxguardmcp
$39 below
Urlcheck Mcpmcp
$49 ~median
Guard Mailmcp
$67 above
inboxguardmcp
$119 above
Urlcheck Mcpmcp
$599 above
Position is relative to the provider's own delivery-type median at this tier — never a blended one.
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-phishing-detection",
  "parent_sector": "security",
  "provider_type_pricing": {
    "slug": "ai-phishing-detection",
    "pricing_basis": "lowest_observed_monthly_usd",
    "provider_type_methodology": "commercial-form-v2",
    "provider_type_methodology_published_at": "2026-07-31",
    "blended": {
      "median": 12,
      "p25": null,
      "p75": null,
      "providers": 5
    },
    "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": 22.93,
        "p25": null,
        "p75": null,
        "providers": 4,
        "publishable": true,
        "confidence": "provisional"
      }
    },
    "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-fraud-monitoring",
    "cloud-security-posture",
    "ai-security-orchestrator",
    "ai-grc-agent",
    "blue-team-agent",
    "phishing-triage-agent"
  ],
  "market_pulse": {
    "pulse": 32,
    "drivers": [
      "enterprise money present",
      "1 new builder in 30d"
    ],
    "price_move_30d_pct": -16.1,
    "money_share": 0.2857142857142857,
    "entry_rate": 0.07142857142857142,
    "alive_share": 1
  },
  "price_move": {
    "d_pct": 0,
    "w_pct": 0,
    "m_pct": -26.2,
    "comparable_agents": 5,
    "quarantined_agents": 0,
    "confidence": "high",
    "published": {
      "d": false,
      "w": false,
      "m": true
    },
    "held_reason": {
      "d": null,
      "w": null,
      "m": null
    },
    "driver": {
      "d": null,
      "w": null,
      "m": "inboxguard's \"Pro\" $99→$39 (-61%)"
    },
    "tier_contribution": {
      "d": {
        "individual": 0,
        "pro": 0,
        "team_sme": 0,
        "enterprise": 0
      },
      "w": {
        "individual": 0,
        "pro": 0,
        "team_sme": 0,
        "enterprise": 0
      },
      "m": {
        "individual": -8.45,
        "pro": -8.92,
        "team_sme": -8.82,
        "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,
        90.661,
        90.661,
        90.661,
        90.661,
        90.661,
        90.661,
        90.661,
        90.661,
        90.661,
        90.661,
        90.661,
        90.661
      ],
      "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,
        90.167,
        90.167,
        90.167,
        90.167,
        90.167,
        90.167,
        90.167,
        90.167,
        90.167,
        90.167,
        90.167,
        90.167
      ],
      "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,
        90.27,
        90.27,
        90.27,
        90.27,
        90.27,
        90.27,
        90.27,
        90.27,
        90.27,
        90.27,
        90.27,
        90.27
      ],
      "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": -19.8,
        "pro": -26.7,
        "team_sme": -36.9,
        "enterprise": 0
      }
    },
    "tier_agents": {
      "individual": 4,
      "pro": 3,
      "team_sme": 2,
      "enterprise": 0
    },
    "obs_range": {
      "d": null,
      "w": null,
      "m": {
        "min": 9,
        "max": 9,
        "days": 1
      }
    },
    "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": {
          "min": 4,
          "max": 4,
          "days": 1
        },
        "pro": {
          "min": 3,
          "max": 3,
          "days": 1
        },
        "team_sme": {
          "min": 2,
          "max": 2,
          "days": 1
        },
        "enterprise": null
      }
    }
  },
  "pricing": {
    "sampleSize": 9,
    "observed": 7,
    "byPersona": {
      "free": {
        "n": 5,
        "nPriced": 0,
        "reliability": "none",
        "median": null,
        "p25": null,
        "p75": null,
        "min": null,
        "max": null,
        "mean": null,
        "stdev": null,
        "usageShare": 0
      },
      "individual": {
        "n": 8,
        "nPriced": 8,
        "reliability": "medium",
        "median": 7.49,
        "p25": 2.05,
        "p75": 14,
        "min": 0.17,
        "max": 25,
        "mean": 9.44,
        "stdev": 9.16,
        "usageShare": 0.13
      },
      "pro": {
        "n": 3,
        "nPriced": 3,
        "reliability": "low",
        "median": 49,
        "p25": 44,
        "p75": 49.5,
        "min": 39,
        "max": 50,
        "mean": 46,
        "stdev": 6.08,
        "usageShare": 0
      },
      "team_sme": {
        "n": 4,
        "nPriced": 4,
        "reliability": "low",
        "median": 449,
        "p25": 254,
        "p75": 674,
        "min": 119,
        "max": 899,
        "mean": 479,
        "stdev": 342.93,
        "usageShare": 0
      },
      "enterprise": {
        "n": 2,
        "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,
        "mixedBilling": false,
        "monthlyComparable": false
      },
      "individual": {
        "nMonthly": 7,
        "p25": 3.7,
        "median": 9.99,
        "p75": 16,
        "confidence": "medium",
        "usageShare": 0.13,
        "mixedBilling": true,
        "monthlyComparable": true
      },
      "pro": {
        "nMonthly": 3,
        "p25": 44,
        "median": 49,
        "p75": 49.5,
        "confidence": "low",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": true
      },
      "team_sme": {
        "nMonthly": 4,
        "p25": 254,
        "median": 449,
        "p75": 674,
        "confidence": "low",
        "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": 11,
          "provider_count": 4,
          "plan_observation_count": 7,
          "data_confidence": 0.34,
          "data_confidence_basis": {
            "provider_component": 0.33,
            "observation_component": 0.35,
            "provider_count": 4,
            "plan_observation_count": 7
          },
          "reliability": "low",
          "members": [
            {
              "provider": "beyond_security_awareness_trai",
              "usd": 1.29
            },
            {
              "provider": "unphurl",
              "usd": 9.99
            },
            {
              "provider": "inboxguard",
              "usd": 12
            },
            {
              "provider": "guard_mail",
              "usd": 33.5
            }
          ]
        },
        {
          "tier": "pro",
          "currency": "USD",
          "period": "month",
          "unit": "flat",
          "median": 49,
          "provider_count": 3,
          "plan_observation_count": 3,
          "data_confidence": 0.23,
          "data_confidence_basis": {
            "provider_component": 0.25,
            "observation_component": 0.15,
            "provider_count": 3,
            "plan_observation_count": 3
          },
          "reliability": "low",
          "members": [
            {
              "provider": "inboxguard",
              "usd": 39
            },
            {
              "provider": "urlcheck_mcp",
              "usd": 49
            },
            {
              "provider": "guard_mail",
              "usd": 67
            }
          ]
        },
        {
          "tier": "team_sme",
          "currency": "USD",
          "period": "month",
          "unit": "flat",
          "median": 359,
          "provider_count": 2,
          "plan_observation_count": 4,
          "data_confidence": 0.17,
          "data_confidence_basis": {
            "provider_component": 0.17,
            "observation_component": 0.2,
            "provider_count": 2,
            "plan_observation_count": 4
          },
          "reliability": "low",
          "members": [
            {
              "provider": "inboxguard",
              "usd": 119
            },
            {
              "provider": "urlcheck_mcp",
              "usd": 599
            }
          ]
        }
      ],
      "rejected": {
        "ambiguous_cadence": 2,
        "usage_not_monthly": 1
      },
      "evidence": {
        "status": "ok",
        "single_observations": [],
        "observed_offers": [
          {
            "billing": "monthly",
            "unit": "flat",
            "count": 14,
            "offers": [
              {
                "provider": "beyond_security_awareness_trai",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$0.17",
                "monthly_usd": 0.17
              },
              {
                "provider": "beyond_security_awareness_trai",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$2.40",
                "monthly_usd": 2.4
              },
              {
                "provider": "guard_mail",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "£25/mo",
                "monthly_usd": 33.5
              },
              {
                "provider": "guard_mail",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "£50/mo",
                "monthly_usd": 67
              },
              {
                "provider": "inboxguard",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$12 /mo",
                "monthly_usd": 12
              },
              {
                "provider": "inboxguard",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$39 /mo",
                "monthly_usd": 39
              },
              {
                "provider": "inboxguard",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$119 /mo",
                "monthly_usd": 119
              },
              {
                "provider": "unphurl",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$4.99/mo",
                "monthly_usd": 4.99
              },
              {
                "provider": "unphurl",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$9.99/mo",
                "monthly_usd": 9.99
              },
              {
                "provider": "unphurl",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$19.99/mo",
                "monthly_usd": 19.99
              },
              {
                "provider": "urlcheck_mcp",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$49/ month",
                "monthly_usd": 49
              },
              {
                "provider": "urlcheck_mcp",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$299/ month",
                "monthly_usd": 299
              },
              {
                "provider": "urlcheck_mcp",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$599 / month",
                "monthly_usd": 599
              },
              {
                "provider": "urlcheck_mcp",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$899 / month",
                "monthly_usd": 899
              }
            ]
          },
          {
            "billing": "usage",
            "unit": "flat",
            "count": 1,
            "offers": [
              {
                "provider": "breach402",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$1.00 USDC / one approved check",
                "monthly_usd": null
              }
            ]
          },
          {
            "billing": "unspecified_period",
            "unit": "flat",
            "count": 2,
            "offers": [
              {
                "provider": "guard_mail",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "urlcheck_mcp",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              }
            ]
          }
        ],
        "coverage": {
          "priced_providers": 6,
          "normalized_observations": 14,
          "comparable_providers": 5,
          "strict_cohorts": 3,
          "exclusion_reasons": {
            "ambiguous_cadence": 2,
            "usage_not_monthly": 1
          }
        }
      }
    },
    "billingMix": {
      "freemium": 4,
      "free": 1,
      "usage": 1,
      "subscription": 1
    },
    "freeTierShare": 0.71,
    "medianLowestUsd": 12
  },
  "movement": {
    "niche": "ai-phishing-detection",
    "sector": "security",
    "pricedNow": 5,
    "pairs": 5,
    "repriced": [
      {
        "handle": "guard_mail",
        "from": 33.71,
        "to": 33.85,
        "pct": 0.4
      }
    ],
    "newlyPriced": [],
    "droppedFromPriced": [],
    "likeForLikePct": 0.1,
    "kind": "repricing",
    "narrative": "Genuine repricing: 1 agent repriced — all up (avg +0.1%)."
  },
  "index_series": {
    "series": [
      {
        "day": "2026-07-19",
        "index": 100,
        "pairs": 8,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-20",
        "index": 100,
        "pairs": 8,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-21",
        "index": 100,
        "pairs": 8,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-22",
        "index": 100,
        "pairs": 8,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-23",
        "index": 100,
        "pairs": 8,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-24",
        "index": 100,
        "pairs": 8,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-25",
        "index": 100,
        "pairs": 8,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-26",
        "index": 100,
        "pairs": 8,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-27",
        "index": 100,
        "pairs": 8,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-28",
        "index": 100,
        "pairs": 8,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-29",
        "index": 100,
        "pairs": 8,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-30",
        "index": 100,
        "pairs": 8,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-31",
        "index": 100,
        "pairs": 8,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-01",
        "index": 100,
        "pairs": 8,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-02",
        "index": 100,
        "pairs": 8,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-03",
        "index": 100,
        "pairs": 8,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-04",
        "index": 100,
        "pairs": 8,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-05",
        "index": 100,
        "pairs": 8,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-06",
        "index": 73.792,
        "pairs": 9,
        "dayChangePct": -26.21
      },
      {
        "day": "2026-08-07",
        "index": 73.792,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-08",
        "index": 73.792,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-09",
        "index": 73.792,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-10",
        "index": 73.792,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-11",
        "index": 73.792,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-12",
        "index": 73.792,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-13",
        "index": 73.792,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-14",
        "index": 73.792,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-15",
        "index": 73.792,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-16",
        "index": 73.792,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-17",
        "index": 73.792,
        "pairs": 9,
        "dayChangePct": 0
      }
    ],
    "latest": 73.792,
    "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": "agentsafeemail",
      "name": "Agent Safe Message MCP",
      "url": "https://agentsafe.locationledger.com",
      "short_summary": "scans messages, images, and videos for security threats including phishing, BEC, malware, and manipulation across messaging platforms",
      "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": "guard_mail",
      "name": "Guard Mail",
      "url": "https://aiguard.email/",
      "short_summary": "# Secure email inbox protected against prompt injection attempts, malware, viruses and more\n\nThis MCP server acts as a secure gateway between your AI agents an…",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 33.85,
        "monthly_usd": 45.84,
        "headline": "Free tier, then from $33.85/mo",
        "summary": "Free tier, then from $33.85/mo. AI Guard Mail offers a free tier with 3,000 emails per month, while paid Hobby and Pro tiers cost £25/mo and £50/mo respectively; custom pricing is available on request."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "inboxguard",
      "name": "InboxGuard",
      "url": "https://inboxguard.io",
      "short_summary": "monitors email deliverability and automatically fixes DNS configuration issues",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 12,
        "monthly_usd": 12,
        "headline": "Free tier, then from $12/mo",
        "summary": "Free tier, then from $12/mo. InboxGuard offers a free plan for one domain and paid monthly plans ranging from $12 to $119, with a 14-day no-card trial on paid plans."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "unphurl",
      "name": "Unphurl",
      "url": "https://unphurl.com/docs/#overview",
      "short_summary": "analyzes URLs for security and data quality signals to detect scams and malicious links",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 4.99,
        "monthly_usd": 4.99,
        "headline": "Free tier, then from $4.99/mo",
        "summary": "Free tier, then from $4.99/mo. Unphurl offers a free plan with 10 checks per month and three paid monthly plans ranging from $4.99 to $19.99 for 75 to 500 checks per month."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "urlcheck_mcp",
      "name": "URL security scanner to protect AI agent workflows.",
      "url": "https://preclick.ai",
      "short_summary": "scans URLs for security threats including phishing, malware, and suspicious patterns before AI agent navigation",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 49,
        "monthly_usd": 49,
        "headline": "Free tier, then from $49/mo",
        "summary": "Free tier, then from $49/mo. PreClick offers a free tier and paid monthly plans from $49/month, with higher-volume Scale options up to $899/month and custom pricing for unlimited usage."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "breach402",
      "name": "Breach402",
      "url": "https://breach402.bmcxiv.com",
      "short_summary": "Owner-approved breach exposure checks for AI agents. Verify email ownership for free, then purchase a private $1 USDC scan across more than 13.3 billion indexe…",
      "price": {
        "observed": true,
        "billing": "usage",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Paid (price not published)",
        "summary": "An owner-approved exact-email breach check costs $1.00 USDC per lookup, with verification free and no recurring subscription price shown."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "prompt_guard",
      "name": "Prompt Guard",
      "url": "https://github.com/seojoonkim/prompt-guard",
      "short_summary": "Open-source prompt injection defense system for AI agents. Detects and blocks manipulation attacks across LLM-powered systems with multi-language support and s…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "Prompt Guard is presented as an MIT-licensed open-source project, but no public pricing is shown."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    },
    {
      "agent_id": "scanthesender",
      "name": "Scanthesender",
      "url": "https://scanthesender.com/",
      "short_summary": "Free AI-powered email scam checker that analyzes suspicious emails for phishing patterns, urgency tactics, and impersonation attempts. Provides instant verdict…",
      "price": {
        "observed": true,
        "billing": "free",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Free",
        "summary": "ScanTheSender offers a free AI email scam checker with no signup and no public paid plans shown."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    }
  ],
  "platforms_also_here": [
    {
      "agent_id": "darktrace",
      "name": "Darktrace AI Cybersecurity Platform",
      "url": "https://www.darktrace.com/",
      "short_summary": "Detects and autonomously responds to cyber threats including ransomware, phishing, and threats to cloud, OT, identity, endpoint, and email environments; invest…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public price found on the vendor site."
      },
      "home_niche": "ai-soc-platform",
      "also_covers": true,
      "upvotes": 0
    }
  ],
  "page_url": "https://agentery.com/market/ai-phishing-detection",
  "summary": {
    "niche": "ai-phishing-detection",
    "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 $12/mo (3 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": 3,
          "reliability": "low",
          "median": 12,
          "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": 3,
          "reliability": "low",
          "median": 49,
          "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": 2,
          "reliability": "low",
          "median": null,
          "p25": null,
          "p75": null,
          "status": "observed_offers_only",
          "observed_offers": [
            119,
            599
          ]
        }
      ],
      "warnings": [
        "This niche currently has sufficient MCP pricing but insufficient agent pricing."
      ],
      "full_pricing_via": {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "ai-phishing-detection"
        },
        "note": "add provider_type + buyer_tier for a specific cohort"
      }
    },
    "page_url": "https://agentery.com/market/ai-phishing-detection",
    "counts": {
      "listings_with_price_capture": 9,
      "listings_with_observed_public_price": 7,
      "providers_with_numeric_monthly_price_latest_scan": 5,
      "like_for_like_comparable_pairs": 5
    },
    "movement": {
      "d": {
        "published": false,
        "value_pct": null,
        "held_reason": null
      },
      "w": {
        "published": false,
        "value_pct": null,
        "held_reason": null
      },
      "m": {
        "published": true,
        "value_pct": -26.2,
        "driver": "inboxguard's \"Pro\" $99→$39 (-61%)"
      }
    },
    "pricing_version": "cohorts-1",
    "pricing_status": "ok",
    "pricing_by_tier": [
      {
        "tier": "individual",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 11,
        "provider_count": 4,
        "plan_observation_count": 7,
        "data_confidence": 0.34,
        "data_confidence_basis": {
          "provider_component": 0.33,
          "observation_component": 0.35,
          "provider_count": 4,
          "plan_observation_count": 7
        },
        "reliability": "low",
        "members": [
          {
            "provider": "beyond_security_awareness_trai",
            "usd": 1.29
          },
          {
            "provider": "unphurl",
            "usd": 9.99
          },
          {
            "provider": "inboxguard",
            "usd": 12
          },
          {
            "provider": "guard_mail",
            "usd": 33.5
          }
        ]
      },
      {
        "tier": "pro",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 49,
        "provider_count": 3,
        "plan_observation_count": 3,
        "data_confidence": 0.23,
        "data_confidence_basis": {
          "provider_component": 0.25,
          "observation_component": 0.15,
          "provider_count": 3,
          "plan_observation_count": 3
        },
        "reliability": "low",
        "members": [
          {
            "provider": "inboxguard",
            "usd": 39
          },
          {
            "provider": "urlcheck_mcp",
            "usd": 49
          },
          {
            "provider": "guard_mail",
            "usd": 67
          }
        ]
      },
      {
        "tier": "team_sme",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 359,
        "provider_count": 2,
        "plan_observation_count": 4,
        "data_confidence": 0.17,
        "data_confidence_basis": {
          "provider_component": 0.17,
          "observation_component": 0.2,
          "provider_count": 2,
          "plan_observation_count": 4
        },
        "reliability": "low",
        "members": [
          {
            "provider": "inboxguard",
            "usd": 119
          },
          {
            "provider": "urlcheck_mcp",
            "usd": 599
          }
        ]
      }
    ],
    "pricing_coverage": {
      "listings_with_price_capture": 9,
      "listings_with_observed_public_price": 7,
      "normalized_observations": 14,
      "comparable_providers": 5,
      "strict_cohorts": 3,
      "exclusion_reasons": {
        "ambiguous_cadence": 2,
        "usage_not_monthly": 1
      }
    },
    "pricing_note": "Provider-deduped, FX-normalized monthly medians, separated by buyer tier AND billing unit (flat/per_seat/per_user/per_agent) — incompatible units are never blended. Ranges (p25/p75) only at >=5 providers; data_confidence is provider-count-weighted. Usage-metered, promo, range, one-time and ambiguous-cadence plans are excluded.",
    "pricing_excluded_observations": {
      "ambiguous_cadence": 2,
      "usage_not_monthly": 1
    },
    "billing_mix": {
      "freemium": 4,
      "free": 1,
      "usage": 1,
      "subscription": 1
    },
    "free_tier_share": 0.71,
    "top_providers": [
      {
        "agent_id": "agentsafeemail",
        "name": "Agent Safe Message MCP",
        "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": "guard_mail",
        "name": "Guard Mail",
        "price": {
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 33.85,
          "monthly_usd": 45.84,
          "headline": "Free tier, then from $33.85/mo",
          "summary": "Free tier, then from $33.85/mo. AI Guard Mail offers a free tier with 3,000 emails per month, while paid Hobby and Pro tiers cost £25/mo and £50/mo respectively; custom pricing is available on request."
        },
        "observed": true
      },
      {
        "agent_id": "inboxguard",
        "name": "InboxGuard",
        "price": {
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 12,
          "monthly_usd": 12,
          "headline": "Free tier, then from $12/mo",
          "summary": "Free tier, then from $12/mo. InboxGuard offers a free plan for one domain and paid monthly plans ranging from $12 to $119, with a 14-day no-card trial on paid plans."
        },
        "observed": true
      },
      {
        "agent_id": "unphurl",
        "name": "Unphurl",
        "price": {
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 4.99,
          "monthly_usd": 4.99,
          "headline": "Free tier, then from $4.99/mo",
          "summary": "Free tier, then from $4.99/mo. Unphurl offers a free plan with 10 checks per month and three paid monthly plans ranging from $4.99 to $19.99 for 75 to 500 checks per month."
        },
        "observed": true
      },
      {
        "agent_id": "urlcheck_mcp",
        "name": "URL security scanner to protect AI agent workflows.",
        "price": {
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 49,
          "monthly_usd": 49,
          "headline": "Free tier, then from $49/mo",
          "summary": "Free tier, then from $49/mo. PreClick offers a free tier and paid monthly plans from $49/month, with higher-volume Scale options up to $899/month and custom pricing for unlimited usage."
        },
        "observed": true
      }
    ],
    "suggested_next_calls": [
      {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "ai-phishing-detection"
        },
        "purpose": "full observed price distribution + per-tier medians for this niche"
      },
      {
        "tool": "niche_report",
        "arguments": {
          "niche": "ai-phishing-detection",
          "response_mode": "full"
        },
        "purpose": "the complete report incl. index series and tier decomposition"
      },
      {
        "tool": "suggest_alternatives",
        "arguments": {
          "agent_id": "agentsafeemail"
        },
        "purpose": "comparable (optionally cheaper) providers to a named agent"
      },
      {
        "tool": "get_agent_profile",
        "arguments": {
          "agent_id": "agentsafeemail"
        },
        "purpose": "full profile, integrations and pricing for one provider"
      }
    ]
  }
}
Full market

5 providers, one sortable view

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

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.