~ · home · financial-services ai-insurance-agent · 30

AI Insurance Agent

Query this niche via MCPmarket_report({ query: "AI Insurance Agent", response_mode: "summary" })
active marketmarket pulse 60/100commercial money present1 new builders in 30d30 listings
basis: all observed monthly plans · commercial-form-v2
Agents · median
$341/mo
$49–$499 middle half · 6 providers · median of every priced plan point, all tiers
MCP servers · median
None priced — too few for a MCP servers median.

All plans — Agents vs MCPs

each dot = one provider · log scale
Agents $341
Lyzr Benjie · $8
Uipath Insurance Eligibility · $25
Nextlevel Ai · $49
floatbot · $1,309
Nextlevel Ai · $175
Frank Ai Operator · $341
Tars Underwriting Agent · $499
Frank Ai Operator · $341
Nextlevel Ai · $385
floatbot · $6,199
$10
$25
$50
$100
$250
$500
$1,000
$2,500
AgentsMCP serversshaded = middle half · line = median
What the figures on this page are. This page is Agentery's fixed-niche view of AI Insurance Agent (latest observation 2026-10-14T03:32:48.116Z). The headline medians above are computed from that data per delivery type and buyer-tier tab: on a tier tab, the median of each provider's plan at that tier; on “All”, every priced plan point across tiers pooled. Small cohorts show as “too few” rather than a median. The embedded response below is the broader fixed-niche report: its by_provider_type.*.median pools all tiers, pricing.byPersona.* is per buyer tier, and the unit cohorts (e.g. Pro flat) are per tier and billing unit — so those blocks legitimately differ from one headline figure. Over MCP today the advertised tools are market_report (a semantic neighbourhood for your query, not this fixed niche) and price_benchmark (query/task); niche_report stays callable as a legacy alias. Their cohorts are defined differently, so their numbers can differ from this page.
market_reportprice_benchmark
See the MCP response behind this pagefixed-niche report (legacy niche_report alias, full mode) — broader than the headline figure
{
  "niche": "ai-insurance-agent",
  "parent_sector": "financial-services",
  "provider_type_pricing": {
    "slug": "ai-insurance-agent",
    "pricing_basis": "lowest_observed_monthly_usd",
    "provider_type_methodology": "commercial-form-v2",
    "provider_type_methodology_published_at": "2026-07-31",
    "blended": {
      "median": 49,
      "p25": null,
      "p75": null,
      "providers": 7
    },
    "by_provider_type": {
      "agent": {
        "median": 46.33,
        "p25": null,
        "p75": null,
        "providers": 6,
        "publishable": true,
        "confidence": "moderate"
      },
      "mcp": {
        "median": null,
        "p25": null,
        "p75": null,
        "providers": 1,
        "publishable": false,
        "confidence": "insufficient",
        "reason": "Fewer than three comparable priced MCP servers are available."
      }
    },
    "recommended_cohort": null,
    "recommendation_reason": "Choose the cohort according to the commercial delivery type being assessed.",
    "fallback_context": null,
    "context_note": null
  },
  "crowding_level": "crowded",
  "observed_node_count": 30,
  "adjacent_niches": [
    "quantitative-analysis-agent",
    "ai-banking-chatbot",
    "equity-research-agent",
    "wealth-management-copilot",
    "credit-scoring-agent",
    "options-strategy-agent"
  ],
  "market_pulse": {
    "pulse": 60,
    "drivers": [
      "enterprise money present",
      "3 new builders in 30d"
    ],
    "price_move_30d_pct": 5.4,
    "money_share": 0.7777777777777778,
    "entry_rate": 0.08571428571428572,
    "alive_share": 1
  },
  "price_move": {
    "d_pct": 0,
    "w_pct": 0,
    "m_pct": 0,
    "comparable_agents": 4,
    "quarantined_agents": 1,
    "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,
        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,
        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,
        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,
        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,
        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,
        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,
        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,
        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": 2,
      "pro": 2,
      "team_sme": 2,
      "enterprise": 1
    },
    "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": 30,
    "observed": 9,
    "byPersona": {
      "free": {
        "n": 4,
        "nPriced": 1,
        "reliability": "none",
        "median": 39,
        "p25": 39,
        "p75": 39,
        "min": 39,
        "max": 39,
        "mean": 39,
        "stdev": 0,
        "usageShare": 0
      },
      "individual": {
        "n": 5,
        "nPriced": 5,
        "reliability": "medium",
        "median": 49,
        "p25": 25,
        "p75": 119,
        "min": 8.33,
        "max": 2499,
        "mean": 540.07,
        "stdev": 1095.89,
        "usageShare": 0
      },
      "pro": {
        "n": 6,
        "nPriced": 6,
        "reliability": "medium",
        "median": 175,
        "p25": 118,
        "p75": 418,
        "min": 49,
        "max": 499,
        "mean": 249.33,
        "stdev": 199.22,
        "usageShare": 0
      },
      "team_sme": {
        "n": 27,
        "nPriced": 27,
        "reliability": "high",
        "median": 337,
        "p25": 239.5,
        "p75": 393.5,
        "min": 148,
        "max": 6199,
        "mean": 532.44,
        "stdev": 1135.86,
        "usageShare": 0
      },
      "enterprise": {
        "n": 10,
        "nPriced": 4,
        "reliability": "low",
        "median": 599,
        "p25": 532.25,
        "p75": 655.75,
        "min": 500,
        "max": 658,
        "mean": 589,
        "stdev": 79.9,
        "usageShare": 0
      }
    },
    "byPersonaMonthly": {
      "free": {
        "nMonthly": 1,
        "p25": null,
        "median": null,
        "p75": null,
        "confidence": "none",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": false
      },
      "individual": {
        "nMonthly": 5,
        "p25": 25,
        "median": 49,
        "p75": 119,
        "confidence": "medium",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": true
      },
      "pro": {
        "nMonthly": 6,
        "p25": 118,
        "median": 175,
        "p75": 418,
        "confidence": "medium",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": true
      },
      "team_sme": {
        "nMonthly": 27,
        "p25": 239.5,
        "median": 337,
        "p75": 393.5,
        "confidence": "high",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": true
      },
      "enterprise": {
        "nMonthly": 4,
        "p25": 532.25,
        "median": 599,
        "p75": 655.75,
        "confidence": "low",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": true
      }
    },
    "byTierCohorts": {
      "status": "ok",
      "cohorts": [
        {
          "tier": "individual",
          "currency": "USD",
          "period": "month",
          "unit": "flat",
          "median": 37,
          "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": "lyzr_benjie",
              "usd": 8.33
            },
            {
              "provider": "uipath_insurance_eligibility",
              "usd": 25
            },
            {
              "provider": "nextlevel_ai",
              "usd": 49
            },
            {
              "provider": "floatbot",
              "usd": 1309
            }
          ]
        },
        {
          "tier": "pro",
          "currency": "USD",
          "period": "month",
          "unit": "flat",
          "median": 340.86,
          "provider_count": 3,
          "plan_observation_count": 6,
          "data_confidence": 0.26,
          "data_confidence_basis": {
            "provider_component": 0.25,
            "observation_component": 0.3,
            "provider_count": 3,
            "plan_observation_count": 6
          },
          "reliability": "low",
          "members": [
            {
              "provider": "nextlevel_ai",
              "usd": 175
            },
            {
              "provider": "frank_ai_operator",
              "usd": 340.86
            },
            {
              "provider": "tars_underwriting_agent",
              "usd": 499
            }
          ]
        },
        {
          "tier": "team_sme",
          "currency": "USD",
          "period": "month",
          "unit": "flat",
          "median": 362.93,
          "provider_count": 4,
          "plan_observation_count": 27,
          "data_confidence": 0.47,
          "data_confidence_basis": {
            "provider_component": 0.33,
            "observation_component": 1,
            "provider_count": 4,
            "plan_observation_count": 27
          },
          "reliability": "low",
          "members": [
            {
              "provider": "foresee",
              "usd": 325
            },
            {
              "provider": "frank_ai_operator",
              "usd": 340.86
            },
            {
              "provider": "nextlevel_ai",
              "usd": 385
            },
            {
              "provider": "floatbot",
              "usd": 6199
            }
          ]
        },
        {
          "tier": "enterprise",
          "currency": "USD",
          "period": "month",
          "unit": "flat",
          "median": 577.5,
          "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": "nextlevel_ai",
              "usd": 500
            },
            {
              "provider": "foresee",
              "usd": 655
            }
          ]
        }
      ],
      "rejected": {
        "ambiguous_cadence": 6
      },
      "evidence": {
        "status": "ok",
        "single_observations": [],
        "observed_offers": [
          {
            "billing": "monthly",
            "unit": "flat",
            "count": 42,
            "offers": [
              {
                "provider": "floatbot",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$119 per month",
                "monthly_usd": 119
              },
              {
                "provider": "floatbot",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$2,499 per month",
                "monthly_usd": 2499
              },
              {
                "provider": "floatbot",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$6,199 per month",
                "monthly_usd": 6199
              },
              {
                "provider": "foresee",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$148",
                "monthly_usd": 148
              },
              {
                "provider": "foresee",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$171",
                "monthly_usd": 171
              },
              {
                "provider": "foresee",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$184",
                "monthly_usd": 184
              },
              {
                "provider": "foresee",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$247",
                "monthly_usd": 247
              },
              {
                "provider": "foresee",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$178",
                "monthly_usd": 178
              },
              {
                "provider": "foresee",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$225",
                "monthly_usd": 225
              },
              {
                "provider": "foresee",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$229",
                "monthly_usd": 229
              },
              {
                "provider": "foresee",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$232",
                "monthly_usd": 232
              },
              {
                "provider": "foresee",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$283",
                "monthly_usd": 283
              },
              {
                "provider": "foresee",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$311",
                "monthly_usd": 311
              },
              {
                "provider": "foresee",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$313",
                "monthly_usd": 313
              },
              {
                "provider": "foresee",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$325",
                "monthly_usd": 325
              },
              {
                "provider": "foresee",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$337",
                "monthly_usd": 337
              },
              {
                "provider": "foresee",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$339",
                "monthly_usd": 339
              },
              {
                "provider": "foresee",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$346",
                "monthly_usd": 346
              },
              {
                "provider": "foresee",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$349",
                "monthly_usd": 349
              },
              {
                "provider": "foresee",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$350",
                "monthly_usd": 350
              },
              {
                "provider": "foresee",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$402",
                "monthly_usd": 402
              },
              {
                "provider": "foresee",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$404",
                "monthly_usd": 404
              },
              {
                "provider": "foresee",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$410",
                "monthly_usd": 410
              },
              {
                "provider": "foresee",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$436",
                "monthly_usd": 436
              },
              {
                "provider": "foresee",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$439",
                "monthly_usd": 439
              },
              {
                "provider": "foresee",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$450",
                "monthly_usd": 450
              },
              {
                "provider": "foresee",
                "tier": "enterprise",
                "billing": "monthly",
                "unit": "flat",
                "price": "$543",
                "monthly_usd": 543
              },
              {
                "provider": "foresee",
                "tier": "enterprise",
                "billing": "monthly",
                "unit": "flat",
                "price": "$655",
                "monthly_usd": 655
              },
              {
                "provider": "foresee",
                "tier": "enterprise",
                "billing": "monthly",
                "unit": "flat",
                "price": "$658",
                "monthly_usd": 658
              },
              {
                "provider": "frank_ai_operator",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "€99/mo",
                "monthly_usd": 112.86
              },
              {
                "provider": "frank_ai_operator",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "€299/mo",
                "monthly_usd": 340.86
              },
              {
                "provider": "frank_ai_operator",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "€499/mo",
                "monthly_usd": 568.86
              },
              {
                "provider": "lyzr_benjie",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$100K a year",
                "monthly_usd": 8.33
              },
              {
                "provider": "nextlevel_ai",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$49/mo",
                "monthly_usd": 49
              },
              {
                "provider": "nextlevel_ai",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$175/mo",
                "monthly_usd": 175
              },
              {
                "provider": "nextlevel_ai",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$385/mo",
                "monthly_usd": 385
              },
              {
                "provider": "nextlevel_ai",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$49/mo",
                "monthly_usd": 49
              },
              {
                "provider": "nextlevel_ai",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$175/mo",
                "monthly_usd": 175
              },
              {
                "provider": "nextlevel_ai",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$385/mo",
                "monthly_usd": 385
              },
              {
                "provider": "nextlevel_ai",
                "tier": "enterprise",
                "billing": "monthly",
                "unit": "flat",
                "price": "$500/mo",
                "monthly_usd": 500
              },
              {
                "provider": "tars_underwriting_agent",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$499/month",
                "monthly_usd": 499
              },
              {
                "provider": "uipath_insurance_eligibility",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$25 per month",
                "monthly_usd": 25
              }
            ]
          },
          {
            "billing": "unspecified_period",
            "unit": "flat",
            "count": 6,
            "offers": [
              {
                "provider": "floatbot",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "frank_ai_operator",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "lyzr_benjie",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "tars_underwriting_agent",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom Pricing",
                "monthly_usd": null
              },
              {
                "provider": "uipath_insurance_eligibility",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact Sales for pricing",
                "monthly_usd": null
              },
              {
                "provider": "uipath_insurance_eligibility",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact Sales for pricing",
                "monthly_usd": null
              }
            ]
          }
        ],
        "coverage": {
          "priced_providers": 7,
          "normalized_observations": 42,
          "comparable_providers": 7,
          "strict_cohorts": 4,
          "exclusion_reasons": {
            "ambiguous_cadence": 6
          }
        }
      }
    },
    "quoteOnlyProvidersByTier": {
      "pro": 0,
      "team_sme": 0,
      "enterprise": 5,
      "individual": 0
    },
    "billingMix": {
      "subscription": 4,
      "free": 2,
      "freemium": 3
    },
    "freeTierShare": 0.56,
    "medianLowestUsd": 49
  },
  "movement": {
    "niche": "ai-insurance-agent",
    "sector": "financial-services",
    "pricedNow": 6,
    "pairs": 5,
    "repriced": [
      {
        "handle": "frank_ai_operator",
        "from": 43.88,
        "to": 43.65,
        "pct": -0.5
      }
    ],
    "newlyPriced": [
      "lyzr_benjie"
    ],
    "droppedFromPriced": [],
    "likeForLikePct": -0.1,
    "kind": "mixed",
    "narrative": "Repricing + composition: 1 agent repriced — all down (avg -0.1%); 1 newly published pricing."
  },
  "index_series": {
    "series": [
      {
        "day": "2026-09-15",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-16",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-17",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-18",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-19",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-20",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-21",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-22",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-23",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-24",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-25",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-26",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-27",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-28",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-29",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-30",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-01",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-02",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-03",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-04",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-05",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-06",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-07",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-08",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-09",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-10",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-11",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-12",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-13",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-14",
        "index": 100,
        "pairs": 6,
        "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": "axle",
      "name": "Axle",
      "url": "https://axle.insure/",
      "short_summary": "automates insurance workflows including verification, policy monitoring, document extraction, validation, and real-time policy updates",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public pricing plans or subscription rates are shown in the supplied homepage content."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "frank_ai_operator",
      "name": "FRANK AI Operator",
      "url": "https://frankinsurance.ai/en",
      "short_summary": "automates insurance advisory tasks: generates quotes, handles paperwork (cancelations, policy changes, payments), analyzes and compares insurance contracts, ma…",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "START",
            "monthly_native": 99,
            "monthly_usd": 110.81,
            "commitment": "monthly",
            "basis": "€99/month",
            "billing_verified": true
          },
          "currency": "EUR",
          "notes": [
            "prices in EUR as published; USD figures are conversions at 2026-10-14"
          ],
          "lines": [
            {
              "name": "TRIAL",
              "price": "€39/mo",
              "kind": "trial"
            },
            {
              "name": "START",
              "price": "€99/mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "GROW",
              "price": "€299/mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "PLUS",
              "price": "€499/mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "ENTERPRISE",
              "price": "Custom",
              "kind": "custom"
            }
          ]
        },
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 110.81,
        "monthly_usd": 110.81,
        "headline": "From €99/mo",
        "summary": "From €99/mo. FRANK offers four publicly priced monthly plans from €39/mo to €499/mo, with included action quotas and per-action overage charges, plus a custom Enterprise plan."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "policyping",
      "name": "policyping",
      "url": "https://policyping.net",
      "short_summary": "manages insurance brokerage operations including premium calculations, policy portfolio management, client reminders, and document processing for Ghana insuran…",
      "price": {
        "commercial": {
          "currency": "USD",
          "lines": [
            {
              "name": "Beta",
              "price": "All features free in beta",
              "kind": "unknown"
            }
          ]
        },
        "observed": true,
        "billing": "free",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Beta: All features free in beta (as published; no rate or period could be read)",
        "summary": "Beta: All features free in beta (as published; no rate or period could be read). PolicyPing publicly states that all features are free during its beta, with no paid plan or currency-specific price shown."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "alishahi_insurance",
      "name": "Alishahi Insurance",
      "url": "https://alishahiinsurance.com/ai-assistants",
      "short_summary": "Request a home, auto, business, contractor or trucking insurance quote from Sam Alishahi, an independent broker in Beverly Hills, California (CA License #43481…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public insurance premium or subscription pricing is shown; customers must request a quote."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "floatbot",
      "name": "Floatbot",
      "url": "https://floatbot.ai/ai-insurance-agency",
      "short_summary": "Voice-first AI agents for insurance agencies handling lead capture/qualification, tier-1 customer service, policy/billing support, renewals, FNOL/claims intake…",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Lite",
            "monthly_native": 119,
            "monthly_usd": 119,
            "commitment": "monthly",
            "basis": "$119/month",
            "billing_verified": true
          },
          "annual_option": {
            "line": "Lite (annual billing)",
            "monthly_equivalent_native": 99,
            "total_native": 1188
          },
          "currency": "USD",
          "lines": [
            {
              "name": "Lite",
              "price": "$119 per month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Lite (annual billing)",
              "price": "$99 per month billed yearly",
              "kind": "base_subscription",
              "billed": "annually"
            },
            {
              "name": "Essential",
              "price": "$2,499 per month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Essential (annual billing)",
              "price": "$1,999 per month billed yearly",
              "kind": "base_subscription",
              "billed": "annually"
            },
            {
              "name": "Growth",
              "price": "$6,199 per month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Growth (annual billing)",
              "price": "$4,999 per month billed yearly",
              "kind": "base_subscription",
              "billed": "annually"
            },
            {
              "name": "Enterprise",
              "price": "Custom",
              "kind": "custom"
            }
          ]
        },
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 119,
        "monthly_usd": 119,
        "headline": "From $119/mo; $99/mo equivalent billed annually",
        "summary": "From $119/mo; $99/mo equivalent billed annually. Floatbot offers three paid self-service AI plans starting at $119 per month month-to-month, with lower per-month rates billed yearly, plus a custom Enterprise plan."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "foresee",
      "name": "Foresee",
      "url": "https://go-foresee.com/",
      "short_summary": "Foresee enables AI assistants to compare home and auto insurance across every carrier and coverage option, by providing instant, accurate, detailed quote estim…",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "State Farm",
            "monthly_native": 148,
            "monthly_usd": 148,
            "commitment": "monthly",
            "basis": "$148/month",
            "billing_verified": true
          },
          "currency": "USD",
          "lines": [
            {
              "name": "State Farm",
              "price": "$148",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Amica",
              "price": "$171",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "GEICO",
              "price": "$184",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Allstate",
              "price": "$247",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Safeway",
              "price": "$178",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Capital Insurance Group",
              "price": "$225",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Horace Mann",
              "price": "$229",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "American Family",
              "price": "$232",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Granwest",
              "price": "$283",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "The General",
              "price": "$311",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "National General",
              "price": "$313",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Stillwater",
              "price": "$325",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Wawanesa",
              "price": "$337",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Mercury",
              "price": "$339",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "State Farm",
              "price": "$346",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Progressive",
              "price": "$349",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Metromile",
              "price": "$350",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Travelers",
              "price": "$402",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Farmers",
              "price": "$404",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "AAA (CSAA)",
              "price": "$410",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "The Hartford",
              "price": "$436",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Kemper",
              "price": "$439",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Nationwide",
              "price": "$450",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Dairyland",
              "price": "$543",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Allstate",
              "price": "$655",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Bristol West",
              "price": "$658",
              "kind": "base_subscription",
              "billed": "monthly"
            }
          ]
        },
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 148,
        "monthly_usd": 148,
        "headline": "From $148/mo",
        "summary": "From $148/mo. Foresee displays personalized monthly auto-insurance quote examples ranging from $148 to $658, rather than fixed SaaS plan prices."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "hellosafe_travel_insurance",
      "name": "Hellosafe Travel Insurance",
      "url": "https://atlas.hellosafe.com/platform/api",
      "short_summary": "Travel insurance quotes for any trip. Give it a destination, dates and traveller ages, and it prices the trip against a multi-insurer catalogue, returning comp…",
      "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": "insurance_ai_agents",
      "name": "Folio3 AI Agents for Insurance",
      "url": "https://agentic.folio3.ai/solutions/insurance-ai-agents",
      "short_summary": "builds custom insurance AI agents that automate claims processing/FNOL, underwriting decisioning, fraud investigation, policy servicing, KYC/AML compliance, su…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "The website describes custom insurance AI agent development services but provides no public pricing."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "insurance_solutions_enhance_pr",
      "name": "Insurance Solutions Enhance Pr",
      "url": "https://insurancecopilot.ai/",
      "short_summary": "Multi-agent AI copilot that helps insurance agents navigate health insurance plans, compare coverage, generate quotes, conduct research, and handle sales objec…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public SaaS pricing or subscription plans are shown on the homepage."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "insurnest",
      "name": "Policy Issuance Automation AI Agent",
      "url": "https://insurnest.com/agent-details/insurance/policy-administration/policy-issuance-automation-ai-agent-in-policy-administration-of-insurance",
      "short_summary": "automates end-to-end insurance policy issuance: validates data, selects forms, generates documents, applies compliance/filings, and issues bound policies",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public pricing was observed on the supplied homepage, and no pricing page was available."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    }
  ],
  "platforms_also_here": [],
  "page_url": "https://agentery.com/market/ai-insurance-agent",
  "summary": {
    "niche": "ai-insurance-agent",
    "sector": "financial-services",
    "pricing_by_provider_type": {
      "headline": "Prices differ by provider type and buyer tier — no blended headline is used. Strongest cohort: Agents · Individual median $37/mo (4 providers). See benchmarks_by_provider_type_and_tier for the full matrix.",
      "benchmarks": [
        {
          "provider_type": "agent",
          "provider_type_label": "Agents",
          "buyer_tier": "individual",
          "buyer_tier_label": "Individual",
          "pricing_unit": "flat",
          "pricing_unit_label": "flat monthly",
          "comparable_provider_count": 4,
          "reliability": "low",
          "median": 37,
          "p25": null,
          "p75": null,
          "status": "median_only"
        },
        {
          "provider_type": "agent",
          "provider_type_label": "Agents",
          "buyer_tier": "pro",
          "buyer_tier_label": "Pro",
          "pricing_unit": "flat",
          "pricing_unit_label": "flat monthly",
          "comparable_provider_count": 3,
          "reliability": "low",
          "median": 340.86,
          "p25": null,
          "p75": null,
          "status": "median_only"
        },
        {
          "provider_type": "agent",
          "provider_type_label": "Agents",
          "buyer_tier": "team_sme",
          "buyer_tier_label": "Team / SME",
          "pricing_unit": "flat",
          "pricing_unit_label": "flat monthly",
          "comparable_provider_count": 3,
          "reliability": "low",
          "median": 385,
          "p25": null,
          "p75": null,
          "status": "median_only"
        }
      ],
      "warnings": [
        "This niche currently has sufficient agent pricing but insufficient MCP pricing."
      ],
      "full_pricing_via": {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "ai-insurance-agent"
        },
        "note": "add provider_type + buyer_tier for a specific cohort"
      }
    },
    "page_url": "https://agentery.com/market/ai-insurance-agent",
    "counts": {
      "listings_with_price_capture": 30,
      "listings_with_observed_public_price": 9,
      "providers_with_numeric_monthly_price_latest_scan": 6,
      "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": 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": 37,
        "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": "lyzr_benjie",
            "usd": 8.33
          },
          {
            "provider": "uipath_insurance_eligibility",
            "usd": 25
          },
          {
            "provider": "nextlevel_ai",
            "usd": 49
          },
          {
            "provider": "floatbot",
            "usd": 1309
          }
        ]
      },
      {
        "tier": "pro",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 340.86,
        "provider_count": 3,
        "plan_observation_count": 6,
        "data_confidence": 0.26,
        "data_confidence_basis": {
          "provider_component": 0.25,
          "observation_component": 0.3,
          "provider_count": 3,
          "plan_observation_count": 6
        },
        "reliability": "low",
        "members": [
          {
            "provider": "nextlevel_ai",
            "usd": 175
          },
          {
            "provider": "frank_ai_operator",
            "usd": 340.86
          },
          {
            "provider": "tars_underwriting_agent",
            "usd": 499
          }
        ]
      },
      {
        "tier": "team_sme",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 362.93,
        "provider_count": 4,
        "plan_observation_count": 27,
        "data_confidence": 0.47,
        "data_confidence_basis": {
          "provider_component": 0.33,
          "observation_component": 1,
          "provider_count": 4,
          "plan_observation_count": 27
        },
        "reliability": "low",
        "members": [
          {
            "provider": "foresee",
            "usd": 325
          },
          {
            "provider": "frank_ai_operator",
            "usd": 340.86
          },
          {
            "provider": "nextlevel_ai",
            "usd": 385
          },
          {
            "provider": "floatbot",
            "usd": 6199
          }
        ]
      },
      {
        "tier": "enterprise",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 577.5,
        "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": "nextlevel_ai",
            "usd": 500
          },
          {
            "provider": "foresee",
            "usd": 655
          }
        ]
      }
    ],
    "pricing_coverage": {
      "listings_with_price_capture": 30,
      "listings_with_observed_public_price": 9,
      "normalized_observations": 42,
      "comparable_providers": 7,
      "strict_cohorts": 4,
      "exclusion_reasons": {
        "ambiguous_cadence": 6
      }
    },
    "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": 6
    },
    "billing_mix": {
      "subscription": 4,
      "free": 2,
      "freemium": 3
    },
    "free_tier_share": 0.56,
    "top_providers": [
      {
        "agent_id": "axle",
        "name": "Axle",
        "price": {
          "observed": false,
          "billing": "not_found",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "No public price found",
          "summary": "No public pricing plans or subscription rates are shown in the supplied homepage content."
        },
        "observed": false
      },
      {
        "agent_id": "frank_ai_operator",
        "name": "FRANK AI Operator",
        "price": {
          "commercial": {
            "entry_offer": {
              "line": "START",
              "monthly_native": 99,
              "monthly_usd": 110.81,
              "commitment": "monthly",
              "basis": "€99/month",
              "billing_verified": true
            },
            "currency": "EUR",
            "notes": [
              "prices in EUR as published; USD figures are conversions at 2026-10-14"
            ],
            "lines": [
              {
                "name": "TRIAL",
                "price": "€39/mo",
                "kind": "trial"
              },
              {
                "name": "START",
                "price": "€99/mo",
                "kind": "base_subscription",
                "billed": "monthly"
              },
              {
                "name": "GROW",
                "price": "€299/mo",
                "kind": "base_subscription",
                "billed": "monthly"
              },
              {
                "name": "PLUS",
                "price": "€499/mo",
                "kind": "base_subscription",
                "billed": "monthly"
              },
              {
                "name": "ENTERPRISE",
                "price": "Custom",
                "kind": "custom"
              }
            ]
          },
          "observed": true,
          "billing": "subscription",
          "lowest_monthly_usd": 110.81,
          "monthly_usd": 110.81,
          "headline": "From €99/mo",
          "summary": "From €99/mo. FRANK offers four publicly priced monthly plans from €39/mo to €499/mo, with included action quotas and per-action overage charges, plus a custom Enterprise plan."
        },
        "observed": true
      },
      {
        "agent_id": "policyping",
        "name": "policyping",
        "price": {
          "commercial": {
            "currency": "USD",
            "lines": [
              {
                "name": "Beta",
                "price": "All features free in beta",
                "kind": "unknown"
              }
            ]
          },
          "observed": true,
          "billing": "free",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "Beta: All features free in beta (as published; no rate or period could be read)",
          "summary": "Beta: All features free in beta (as published; no rate or period could be read). PolicyPing publicly states that all features are free during its beta, with no paid plan or currency-specific price shown."
        },
        "observed": true
      },
      {
        "agent_id": "alishahi_insurance",
        "name": "Alishahi Insurance",
        "price": {
          "observed": false,
          "billing": "not_found",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "No public price found",
          "summary": "No public insurance premium or subscription pricing is shown; customers must request a quote."
        },
        "observed": false
      },
      {
        "agent_id": "floatbot",
        "name": "Floatbot",
        "price": {
          "commercial": {
            "entry_offer": {
              "line": "Lite",
              "monthly_native": 119,
              "monthly_usd": 119,
              "commitment": "monthly",
              "basis": "$119/month",
              "billing_verified": true
            },
            "annual_option": {
              "line": "Lite (annual billing)",
              "monthly_equivalent_native": 99,
              "total_native": 1188
            },
            "currency": "USD",
            "lines": [
              {
                "name": "Lite",
                "price": "$119 per month",
                "kind": "base_subscription",
                "billed": "monthly"
              },
              {
                "name": "Lite (annual billing)",
                "price": "$99 per month billed yearly",
                "kind": "base_subscription",
                "billed": "annually"
              },
              {
                "name": "Essential",
                "price": "$2,499 per month",
                "kind": "base_subscription",
                "billed": "monthly"
              },
              {
                "name": "Essential (annual billing)",
                "price": "$1,999 per month billed yearly",
                "kind": "base_subscription",
                "billed": "annually"
              },
              {
                "name": "Growth",
                "price": "$6,199 per month",
                "kind": "base_subscription",
                "billed": "monthly"
              },
              {
                "name": "Growth (annual billing)",
                "price": "$4,999 per month billed yearly",
                "kind": "base_subscription",
                "billed": "annually"
              },
              {
                "name": "Enterprise",
                "price": "Custom",
                "kind": "custom"
              }
            ]
          },
          "observed": true,
          "billing": "subscription",
          "lowest_monthly_usd": 119,
          "monthly_usd": 119,
          "headline": "From $119/mo; $99/mo equivalent billed annually",
          "summary": "From $119/mo; $99/mo equivalent billed annually. Floatbot offers three paid self-service AI plans starting at $119 per month month-to-month, with lower per-month rates billed yearly, plus a custom Enterprise plan."
        },
        "observed": true
      }
    ],
    "suggested_next_calls": [
      {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "ai-insurance-agent"
        },
        "purpose": "full observed price distribution + per-tier medians for this niche"
      },
      {
        "tool": "niche_report",
        "arguments": {
          "niche": "ai-insurance-agent",
          "response_mode": "full"
        },
        "purpose": "the complete report incl. index series and tier decomposition"
      },
      {
        "tool": "suggest_alternatives",
        "arguments": {
          "agent_id": "axle"
        },
        "purpose": "comparable (optionally cheaper) providers to a named agent"
      },
      {
        "tool": "get_agent_profile",
        "arguments": {
          "agent_id": "axle"
        },
        "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
FRANK AI Operatorautomates insurance advisory tasks: generates quotes, handles paperwork (cancelations, policy changes, payments), analyzes and compares insurance contracts, ma…
agent$110.81from / mo67.5% below88% liveagent67.5% below median88% live
policypingmanages insurance brokerage operations including premium calculations, policy portfolio management, client reminders, and document processing for Ghana insuran…
mcpFreefree to use—88% livemcp88% live
FloatbotVoice-first AI agents for insurance agencies handling lead capture/qualification, tier-1 customer service, policy/billing support, renewals, FNOL/claims intake…
agent$119from / mo65.1% below88% liveagent65.1% below median88% live
ForeseeForesee enables AI assistants to compare home and auto insurance across every carrier and coverage option, by providing instant, accurate, detailed quote estim…
mcp$148from / mo56.6% below88% livemcp56.6% below median88% live
Lyzr BenjieAutomates insurance operations across claims processing (FNOL to resolution), policy underwriting, risk scoring, litigation clause extraction, regulatory compl…
agent$8333.33from / mo2344.8% above88% liveagent2344.8% above median88% live
Nextlevel AiAutomates insurance policy inquiries, claims processing, quote generation, policy renewals, and customer service via voice and chat
agent$49from / mo85.6% below88% liveagent85.6% below median88% live
QuotorReal, bindable home & auto insurance quotes via MCP — Texas today, expanding across the US. Agents check eligibility, run a live multi-carrier quote, compare c…
mcpFreefree to use—88% livemcp88% live
Tars Underwriting AgentPre-screens insurance prospects against underwriting appetite, collects risk data conversationally, and routes qualified submissions to underwriters while decl…
agent$499from / mo46.4% above88% liveagent46.4% above median88% live
Insurance Eligibility AgentDetermines initial insurance eligibility by retrieving and analyzing applicant data for underwriting/eligibility checks
agent$25from / mo92.7% below88% liveagent92.7% below median88% 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.