AI Assistant Suite

{
  "niche": "ai-assistant-suite",
  "parent_sector": "developer-tools-infra",
  "provider_type_pricing": {
    "slug": "ai-assistant-suite",
    "pricing_basis": "lowest_observed_monthly_usd",
    "provider_type_methodology": "commercial-form-v2",
    "provider_type_methodology_published_at": "2026-07-31",
    "blended": {
      "median": 18.99,
      "p25": 8.99,
      "p75": 22.64,
      "providers": 24
    },
    "by_provider_type": {
      "agent": {
        "median": 20,
        "p25": 10,
        "p75": 35,
        "providers": 17,
        "publishable": true,
        "confidence": "normal"
      },
      "mcp": {
        "median": 6,
        "p25": null,
        "p75": null,
        "providers": 7,
        "publishable": true,
        "confidence": "moderate"
      }
    },
    "recommended_cohort": null,
    "recommendation_reason": "Choose the cohort according to the commercial delivery type being assessed.",
    "fallback_context": null,
    "context_note": null
  },
  "crowding_level": "crowded",
  "observed_node_count": 7,
  "adjacent_niches": [
    "ai-frontend-coding",
    "mcp-platform-provider",
    "incident-response-sre",
    "legacy-code-modernization",
    "infrastructure-provisioning-iac",
    "database-query-agent"
  ],
  "market_pulse": {
    "pulse": 44,
    "drivers": [
      "2 new builders in 30d"
    ],
    "price_move_30d_pct": -0.7,
    "money_share": 0.22727272727272727,
    "entry_rate": 0.0196078431372549,
    "alive_share": 1
  },
  "price_move": {
    "d_pct": 0,
    "w_pct": 0,
    "m_pct": 0,
    "comparable_agents": 22,
    "quarantined_agents": 2,
    "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,
        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,
        97.052,
        97.052,
        97.052,
        97.052,
        97.052,
        97.052,
        97.052,
        97.052,
        97.052,
        97.052,
        97.052,
        97.052,
        99.389,
        99.389,
        99.389,
        99.389,
        99.389,
        99.389,
        96.861,
        96.861,
        96.861,
        96.861,
        96.861,
        96.861,
        96.861,
        96.861,
        96.861,
        96.861,
        96.861,
        96.861,
        96.861,
        96.861,
        96.861,
        96.861,
        96.861,
        96.861,
        96.861,
        96.861,
        96.861,
        96.861,
        96.861,
        96.861,
        96.861,
        96.861,
        96.861,
        96.861,
        96.861,
        96.861,
        96.861,
        96.861,
        96.861,
        96.861,
        96.861,
        96.861,
        96.861,
        96.861,
        96.861,
        96.861,
        96.861,
        96.861,
        96.861,
        96.861,
        96.861,
        96.861,
        96.861,
        96.861,
        96.861,
        96.861,
        96.861
      ],
      "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,
        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,
        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": 8,
      "pro": 13,
      "team_sme": 5,
      "enterprise": 2
    },
    "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": 96,
    "observed": 44,
    "byPersona": {
      "free": {
        "n": 30,
        "nPriced": 0,
        "reliability": "none",
        "median": null,
        "p25": null,
        "p75": null,
        "min": null,
        "max": null,
        "mean": null,
        "stdev": null,
        "usageShare": 0
      },
      "individual": {
        "n": 21,
        "nPriced": 20,
        "reliability": "high",
        "median": 8,
        "p25": 0.88,
        "p75": 19.92,
        "min": 0.1,
        "max": 497,
        "mean": 35.44,
        "stdev": 109.63,
        "usageShare": 0.38
      },
      "pro": {
        "n": 33,
        "nPriced": 29,
        "reliability": "high",
        "median": 49,
        "p25": 20,
        "p75": 199,
        "min": 9,
        "max": 1699,
        "mean": 191.11,
        "stdev": 395.55,
        "usageShare": 0
      },
      "team_sme": {
        "n": 9,
        "nPriced": 6,
        "reliability": "medium",
        "median": 102,
        "p25": 46,
        "p75": 405.5,
        "min": 25,
        "max": 997,
        "mean": 293.33,
        "stdev": 387.42,
        "usageShare": 0
      },
      "enterprise": {
        "n": 14,
        "nPriced": 3,
        "reliability": "low",
        "median": 1997,
        "p25": 999.33,
        "p75": 4290.5,
        "min": 1.67,
        "max": 6584,
        "mean": 2860.89,
        "stdev": 3375.13,
        "usageShare": 0
      }
    },
    "byPersonaMonthly": {
      "free": {
        "nMonthly": 0,
        "p25": null,
        "median": null,
        "p75": null,
        "confidence": "none",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": false
      },
      "individual": {
        "nMonthly": 12,
        "p25": 7.49,
        "median": 14.95,
        "p75": 20,
        "confidence": "high",
        "usageShare": 0.38,
        "mixedBilling": true,
        "monthlyComparable": true
      },
      "pro": {
        "nMonthly": 29,
        "p25": 20,
        "median": 49,
        "p75": 199,
        "confidence": "high",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": true
      },
      "team_sme": {
        "nMonthly": 6,
        "p25": 46,
        "median": 102,
        "p75": 405.5,
        "confidence": "medium",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": true
      },
      "enterprise": {
        "nMonthly": 3,
        "p25": 999.33,
        "median": 1997,
        "p75": 4290.5,
        "confidence": "low",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": true
      }
    },
    "byTierCohorts": {
      "status": "ok",
      "cohorts": [
        {
          "tier": "individual",
          "currency": "USD",
          "period": "month",
          "unit": "flat",
          "median": 15,
          "provider_count": 5,
          "plan_observation_count": 9,
          "data_confidence": 0.42,
          "data_confidence_basis": {
            "provider_component": 0.42,
            "observation_component": 0.45,
            "provider_count": 5,
            "plan_observation_count": 9
          },
          "reliability": "medium",
          "members": [
            {
              "provider": "calcupedia",
              "usd": 9.99
            },
            {
              "provider": "coworker",
              "usd": 12.5
            },
            {
              "provider": "archivist_ai",
              "usd": 15
            },
            {
              "provider": "agentos_247",
              "usd": 74.1
            },
            {
              "provider": "lane_interactive",
              "usd": 497
            }
          ],
          "p25": 12.5,
          "p75": 74.1
        },
        {
          "tier": "pro",
          "currency": "USD",
          "period": "month",
          "unit": "flat",
          "median": 48.25,
          "provider_count": 14,
          "plan_observation_count": 28,
          "data_confidence": 1,
          "data_confidence_basis": {
            "provider_component": 1,
            "observation_component": 1,
            "provider_count": 14,
            "plan_observation_count": 28
          },
          "reliability": "high",
          "members": [
            {
              "provider": "hermes_studio",
              "usd": 0.16
            },
            {
              "provider": "workbuddy",
              "usd": 10
            },
            {
              "provider": "cuey",
              "usd": 18.99
            },
            {
              "provider": "oi_ai",
              "usd": 19
            },
            {
              "provider": "cosmicup",
              "usd": 19.37
            },
            {
              "provider": "raccoon",
              "usd": 19.5
            },
            {
              "provider": "archivist_ai",
              "usd": 47.5
            },
            {
              "provider": "dimension",
              "usd": 49
            },
            {
              "provider": "ara",
              "usd": 60
            },
            {
              "provider": "claude_security",
              "usd": 60
            },
            {
              "provider": "claude",
              "usd": 60
            },
            {
              "provider": "claude_mobile_work_tools",
              "usd": 61.56
            },
            {
              "provider": "agentos_247",
              "usd": 158.46
            },
            {
              "provider": "praxim_for_word",
              "usd": 164.99
            }
          ],
          "p25": 19.09,
          "p75": 60
        },
        {
          "tier": "team_sme",
          "currency": "USD",
          "period": "month",
          "unit": "flat",
          "median": 75,
          "provider_count": 5,
          "plan_observation_count": 6,
          "data_confidence": 0.39,
          "data_confidence_basis": {
            "provider_component": 0.42,
            "observation_component": 0.3,
            "provider_count": 5,
            "plan_observation_count": 6
          },
          "reliability": "medium",
          "members": [
            {
              "provider": "studio99_calligraphy",
              "usd": 5.24
            },
            {
              "provider": "unboundcontent",
              "usd": 35
            },
            {
              "provider": "claude_security",
              "usd": 75
            },
            {
              "provider": "oi_ai",
              "usd": 79
            },
            {
              "provider": "lane_interactive",
              "usd": 997
            }
          ],
          "p25": 35,
          "p75": 79
        },
        {
          "tier": "enterprise",
          "currency": "USD",
          "period": "month",
          "unit": "flat",
          "median": 4290.5,
          "provider_count": 2,
          "plan_observation_count": 2,
          "data_confidence": 0.15,
          "data_confidence_basis": {
            "provider_component": 0.17,
            "observation_component": 0.1,
            "provider_count": 2,
            "plan_observation_count": 2
          },
          "reliability": "low",
          "members": [
            {
              "provider": "lane_interactive",
              "usd": 1997
            },
            {
              "provider": "use_ai_assistantx27s_knowledge",
              "usd": 6584
            }
          ]
        }
      ],
      "rejected": {
        "ambiguous_cadence": 13,
        "promo": 1,
        "range": 1,
        "free_or_zero": 3,
        "one_time": 5,
        "usage_not_monthly": 7
      },
      "evidence": {
        "status": "ok",
        "single_observations": [],
        "observed_offers": [
          {
            "billing": "monthly",
            "unit": "flat",
            "count": 45,
            "offers": [
              {
                "provider": "agentos_247",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "€65 /mo; €180/mo",
                "monthly_usd": 74.1
              },
              {
                "provider": "agentos_247",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "€79 /mo; €219/mo",
                "monthly_usd": 90.06
              },
              {
                "provider": "agentos_247",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "€199 /mo; €552/mo",
                "monthly_usd": 226.86
              },
              {
                "provider": "ara",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$20 / mo",
                "monthly_usd": 20
              },
              {
                "provider": "ara",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$60 / mo",
                "monthly_usd": 60
              },
              {
                "provider": "ara",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$200 / mo",
                "monthly_usd": 200
              },
              {
                "provider": "archivist_ai",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$10/mo",
                "monthly_usd": 10
              },
              {
                "provider": "archivist_ai",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$20/mo",
                "monthly_usd": 20
              },
              {
                "provider": "archivist_ai",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$35/mo",
                "monthly_usd": 35
              },
              {
                "provider": "archivist_ai",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$60/mo",
                "monthly_usd": 60
              },
              {
                "provider": "calcupedia",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$1 /mo",
                "monthly_usd": 1
              },
              {
                "provider": "calcupedia",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$9.99 /mo",
                "monthly_usd": 9.99
              },
              {
                "provider": "calcupedia",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$19.99 /mo",
                "monthly_usd": 19.99
              },
              {
                "provider": "claude",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$20 if billed monthly",
                "monthly_usd": 20
              },
              {
                "provider": "claude",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "From $100 per month",
                "monthly_usd": 100
              },
              {
                "provider": "claude_mobile_work_tools",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "€18 if billed monthly",
                "monthly_usd": 20.52
              },
              {
                "provider": "claude_mobile_work_tools",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "From €90 per month",
                "monthly_usd": 102.6
              },
              {
                "provider": "claude_security",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$20",
                "monthly_usd": 20
              },
              {
                "provider": "claude_security",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$100 from",
                "monthly_usd": 100
              },
              {
                "provider": "claude_security",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$25",
                "monthly_usd": 25
              },
              {
                "provider": "claude_security",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$125",
                "monthly_usd": 125
              },
              {
                "provider": "cosmicup",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "4,99€ / week",
                "monthly_usd": 24.65
              },
              {
                "provider": "cosmicup",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "16,99€ / month",
                "monthly_usd": 19.37
              },
              {
                "provider": "cosmicup",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "169,90€ / year",
                "monthly_usd": 16.14
              },
              {
                "provider": "coworker",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$5 / mo",
                "monthly_usd": 5
              },
              {
                "provider": "coworker",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$20 / mo",
                "monthly_usd": 20
              },
              {
                "provider": "cuey",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$18.99 /month",
                "monthly_usd": 18.99
              },
              {
                "provider": "dimension",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$9/mo for first 2 months",
                "monthly_usd": 9
              },
              {
                "provider": "dimension",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$49/mo for first 2 months",
                "monthly_usd": 49
              },
              {
                "provider": "dimension",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$199/mo",
                "monthly_usd": 199
              },
              {
                "provider": "hermes_studio",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "CN¥25",
                "monthly_usd": 0.16
              },
              {
                "provider": "lane_interactive",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$497/mo",
                "monthly_usd": 497
              },
              {
                "provider": "lane_interactive",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$997/mo",
                "monthly_usd": 997
              },
              {
                "provider": "lane_interactive",
                "tier": "enterprise",
                "billing": "monthly",
                "unit": "flat",
                "price": "$1,997/mo",
                "monthly_usd": 1997
              },
              {
                "provider": "oi_ai",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$19/mo",
                "monthly_usd": 19
              },
              {
                "provider": "oi_ai",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$79/mo",
                "monthly_usd": 79
              },
              {
                "provider": "praxim_for_word",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$29.99/month",
                "monthly_usd": 29.99
              },
              {
                "provider": "praxim_for_word",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$299.99/month",
                "monthly_usd": 299.99
              },
              {
                "provider": "raccoon",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$9.50 /mo",
                "monthly_usd": 9.5
              },
              {
                "provider": "raccoon",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$19.50 /mo",
                "monthly_usd": 19.5
              },
              {
                "provider": "raccoon",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$39.50 /mo",
                "monthly_usd": 39.5
              },
              {
                "provider": "studio99_calligraphy",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "₹499/month",
                "monthly_usd": 5.24
              },
              {
                "provider": "unboundcontent",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$35/month",
                "monthly_usd": 35
              },
              {
                "provider": "use_ai_assistantx27s_knowledge",
                "tier": "enterprise",
                "billing": "monthly",
                "unit": "flat",
                "price": "$6,584",
                "monthly_usd": 6584
              },
              {
                "provider": "workbuddy",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$10/month",
                "monthly_usd": 10
              }
            ]
          },
          {
            "billing": "monthly",
            "unit": "per_seat",
            "count": 2,
            "offers": [
              {
                "provider": "claude_security",
                "tier": "enterprise",
                "billing": "monthly",
                "unit": "per_seat",
                "price": "$20 per seat/month billed annually",
                "monthly_usd": 20
              },
              {
                "provider": "integral_bots",
                "tier": "pro",
                "billing": "monthly",
                "unit": "per_seat",
                "price": "$199/seat/mo",
                "monthly_usd": 199
              }
            ]
          },
          {
            "billing": "one_time",
            "unit": "flat",
            "count": 5,
            "offers": [
              {
                "provider": "cherished_book",
                "tier": "pro",
                "billing": "one_time",
                "unit": "flat",
                "price": "$30 once",
                "monthly_usd": null
              },
              {
                "provider": "hermes_studio",
                "tier": "pro",
                "billing": "one_time",
                "unit": "flat",
                "price": "CN¥68",
                "monthly_usd": null
              },
              {
                "provider": "hermes_studio",
                "tier": "pro",
                "billing": "one_time",
                "unit": "flat",
                "price": "CN¥68",
                "monthly_usd": null
              },
              {
                "provider": "hermes_studio",
                "tier": "team_sme",
                "billing": "one_time",
                "unit": "flat",
                "price": "CN¥128",
                "monthly_usd": null
              },
              {
                "provider": "hermes_studio",
                "tier": "team_sme",
                "billing": "one_time",
                "unit": "flat",
                "price": "CN¥228",
                "monthly_usd": null
              }
            ]
          },
          {
            "billing": "usage",
            "unit": "flat",
            "count": 2,
            "offers": [
              {
                "provider": "cherished_book",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$15 per memorial",
                "monthly_usd": null
              },
              {
                "provider": "praxim_for_word",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$8 per 100 credits",
                "monthly_usd": null
              }
            ]
          },
          {
            "billing": "usage",
            "unit": "per_call",
            "count": 5,
            "offers": [
              {
                "provider": "spiritwavelabs_council",
                "tier": "individual",
                "billing": "usage",
                "unit": "per_call",
                "price": "$0.50 per call",
                "monthly_usd": null
              },
              {
                "provider": "spiritwavelabs_council",
                "tier": "individual",
                "billing": "usage",
                "unit": "per_call",
                "price": "$0.10 per call",
                "monthly_usd": null
              },
              {
                "provider": "spiritwavelabs_council",
                "tier": "individual",
                "billing": "usage",
                "unit": "per_call",
                "price": "$0.10 per call",
                "monthly_usd": null
              },
              {
                "provider": "spiritwavelabs_council",
                "tier": "individual",
                "billing": "usage",
                "unit": "per_call",
                "price": "$0.10 per call",
                "monthly_usd": null
              },
              {
                "provider": "spiritwavelabs_council",
                "tier": "individual",
                "billing": "usage",
                "unit": "per_call",
                "price": "$0.10 per call",
                "monthly_usd": null
              }
            ]
          },
          {
            "billing": "unspecified_period",
            "unit": "flat",
            "count": 13,
            "offers": [
              {
                "provider": "archivist_ai",
                "tier": "individual",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "$6",
                "monthly_usd": null
              },
              {
                "provider": "artificiety",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "cherry_studio",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "oi_ai",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "praxim_for_word",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "raccoon",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact Sales",
                "monthly_usd": null
              },
              {
                "provider": "raccoon",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact Sales",
                "monthly_usd": null
              },
              {
                "provider": "toolradar",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "custom quote",
                "monthly_usd": null
              },
              {
                "provider": "toolradar",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "custom quote",
                "monthly_usd": null
              },
              {
                "provider": "toolradar",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "custom quote",
                "monthly_usd": null
              },
              {
                "provider": "toolradar",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "custom quote",
                "monthly_usd": null
              },
              {
                "provider": "unboundcontent",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "contact_sales",
                "monthly_usd": null
              },
              {
                "provider": "xuanji_2",
                "tier": "individual",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "19.9CNY",
                "monthly_usd": null
              }
            ]
          }
        ],
        "coverage": {
          "priced_providers": 27,
          "normalized_observations": 47,
          "comparable_providers": 21,
          "strict_cohorts": 4,
          "exclusion_reasons": {
            "ambiguous_cadence": 13,
            "promo": 1,
            "range": 1,
            "free_or_zero": 3,
            "one_time": 5,
            "usage_not_monthly": 7
          }
        }
      }
    },
    "quoteOnlyProvidersByTier": {
      "enterprise": 7,
      "pro": 1,
      "individual": 0,
      "team_sme": 1
    },
    "billingMix": {
      "usage": 4,
      "free": 16,
      "freemium": 16,
      "subscription": 5,
      "one-time": 2,
      "contact_sales": 1
    },
    "freeTierShare": 0.73,
    "medianLowestUsd": 18.99
  },
  "movement": {
    "niche": "ai-assistant-suite",
    "sector": "developer-tools-infra",
    "pricedNow": 20,
    "pairs": 20,
    "repriced": [
      {
        "handle": "studio99_calligraphy",
        "from": 5.15,
        "to": 5.24,
        "pct": 1.7
      },
      {
        "handle": "claude_mobile_work_tools",
        "from": 20,
        "to": 20.12,
        "pct": 0.6
      },
      {
        "handle": "cosmicup",
        "from": 8.95,
        "to": 8.93,
        "pct": -0.2
      },
      {
        "handle": "agentos_247",
        "from": 72.79,
        "to": 72.67,
        "pct": -0.2
      }
    ],
    "newlyPriced": [],
    "droppedFromPriced": [
      "adsideo",
      "cherished_book",
      "hermes_studio",
      "scrivener_mcp"
    ],
    "likeForLikePct": 0.1,
    "kind": "mixed",
    "narrative": "Repricing + composition: 4 agents repriced — 2 up, 2 down; 4 stopped showing a public price."
  },
  "index_series": {
    "series": [
      {
        "day": "2026-09-16",
        "index": 96.861,
        "pairs": 36,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-17",
        "index": 96.861,
        "pairs": 33,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-18",
        "index": 96.861,
        "pairs": 33,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-19",
        "index": 96.861,
        "pairs": 32,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-20",
        "index": 96.861,
        "pairs": 34,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-21",
        "index": 96.861,
        "pairs": 35,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-22",
        "index": 96.861,
        "pairs": 32,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-23",
        "index": 96.861,
        "pairs": 32,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-24",
        "index": 96.861,
        "pairs": 32,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-25",
        "index": 96.861,
        "pairs": 30,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-26",
        "index": 96.861,
        "pairs": 28,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-27",
        "index": 96.861,
        "pairs": 29,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-28",
        "index": 96.861,
        "pairs": 30,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-29",
        "index": 96.861,
        "pairs": 25,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-30",
        "index": 96.861,
        "pairs": 25,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-01",
        "index": 96.861,
        "pairs": 25,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-02",
        "index": 96.861,
        "pairs": 27,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-03",
        "index": 96.861,
        "pairs": 31,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-04",
        "index": 96.861,
        "pairs": 30,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-05",
        "index": 96.861,
        "pairs": 31,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-06",
        "index": 96.861,
        "pairs": 31,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-07",
        "index": 96.861,
        "pairs": 31,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-08",
        "index": 96.861,
        "pairs": 29,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-09",
        "index": 96.861,
        "pairs": 28,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-10",
        "index": 96.861,
        "pairs": 28,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-11",
        "index": 96.861,
        "pairs": 28,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-12",
        "index": 96.861,
        "pairs": 29,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-13",
        "index": 96.861,
        "pairs": 32,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-14",
        "index": 96.861,
        "pairs": 28,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-15",
        "index": 96.861,
        "pairs": 28,
        "dayChangePct": 0
      }
    ],
    "latest": 96.861,
    "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": "agenticsee",
      "name": "AgenticSeek",
      "url": "https://github.com/Fosowl/agenticSeek",
      "short_summary": "autonomously browses the web, writes/debugs/runs code, plans and executes complex tasks, and selects appropriate agents",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No reliable public SaaS pricing was found in the supplied page context."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "archivist_ai",
      "name": "archivist-ai",
      "url": "https://www.myarchivist.ai",
      "short_summary": "generates AI-powered notes, recaps, and campaign memory for tabletop RPG sessions",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Casual",
            "monthly_native": 10,
            "monthly_usd": 10,
            "commitment": "monthly",
            "basis": "$10/month",
            "billing_verified": true
          },
          "currency": "USD",
          "notes": [
            "add-on / component (not a whole-product price): Extra Session $2",
            "other prices: Campaign Pass $6 (period not stated)"
          ],
          "lines": [
            {
              "name": "Casual",
              "price": "$10/mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Seasoned",
              "price": "$20/mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Pro",
              "price": "$35/mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Legend",
              "price": "$60/mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Campaign Pass",
              "price": "$6",
              "kind": "unspecified_period"
            },
            {
              "name": "Extra Session",
              "price": "$2",
              "kind": "add_on",
              "billed": "monthly"
            }
          ]
        },
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 10,
        "monthly_usd": 10,
        "headline": "From $10/mo",
        "summary": "From $10/mo. Archivist offers four monthly subscription tiers from $10/mo to $60/mo, plus a 30-day free trial and separately priced add-ons."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "cherry_studio",
      "name": "Cherry Studio",
      "url": "https://www.cherry-ai.com",
      "short_summary": "Desktop AI client providing chat, coding assistance, image generation, translation, knowledge base Q&A, and autonomous agent capabilities that plan and execute…",
      "price": {
        "commercial": {
          "currency": "USD",
          "lines": [
            {
              "name": "Community Edition",
              "price": "0USD",
              "kind": "free",
              "billed": "monthly"
            },
            {
              "name": "Enterprise",
              "price": "Contact us",
              "kind": "custom"
            }
          ]
        },
        "observed": true,
        "billing": "free",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Free plan; paid plans by quote",
        "summary": "Free plan; paid plans by quote. Cherry Studio offers a free, open-source community edition for personal use, while commercial enterprise authorization requires contacting the company."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "claude_mobile_work_tools",
      "name": "Claude Mobile Work Tools",
      "url": "https://claude.ai/",
      "short_summary": "AI assistant that brainstorms in chat, generates code, writes and edits content, analyzes text and images, searches the web, and executes tasks across mobile a…",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Pro (annual billing)",
            "monthly_native": 15,
            "monthly_usd": 16.79,
            "commitment": "monthly",
            "basis": "€15/month",
            "billing_verified": true
          },
          "currency": "EUR",
          "notes": [
            "prices in EUR as published; USD figures are conversions at 2026-10-14"
          ],
          "lines": [
            {
              "name": "Free",
              "price": "€0",
              "kind": "free",
              "billed": "monthly"
            },
            {
              "name": "Pro",
              "price": "€18 if billed monthly",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Pro (annual billing)",
              "price": "€15 per month with annual subscription discount (€180 billed up front)",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Max",
              "price": "From €90 per month",
              "kind": "base_subscription",
              "billed": "monthly"
            }
          ]
        },
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 16.79,
        "monthly_usd": 16.79,
        "headline": "Free plan; paid from €15/mo",
        "summary": "Free plan; paid from €15/mo. Claude offers a permanent free plan, Pro at €18 monthly or €15 per month when billed annually, and Max plans from €90 per month."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "clawapp",
      "name": "Clawapp",
      "url": "https://clawapp.qt.cool/",
      "short_summary": "provides a mobile/web chat client UI to interact with an OpenClaw AI agent (streaming chat, voice input, multimedia, multi-agent switching)",
      "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": "clawpanel",
      "name": "Clawpanel",
      "url": "https://claw.qt.cool/",
      "short_summary": "Manages, installs, configures and diagnoses AI runtimes (OpenClaw and Hermes Agent) via a multi-engine control panel with a built-in AI assistant for runtime s…",
      "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": "cosmicup",
      "name": "Cosmicup",
      "url": "https://cosmicup.me/",
      "short_summary": "provides chat access to 30+ AI models for text, image, audio/music generation, document analysis, online search, deep research, and code assistance",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Promotional first month",
            "monthly_native": 7.99,
            "monthly_usd": 8.94,
            "commitment": "monthly",
            "basis": "€7.99/month",
            "billing_verified": true
          },
          "currency": "EUR",
          "notes": [
            "prices in EUR as published; USD figures are conversions at 2026-10-14"
          ],
          "lines": [
            {
              "name": "Free Plan",
              "price": "Free",
              "kind": "free",
              "billed": "monthly"
            },
            {
              "name": "Plus Weekly",
              "price": "4,99€ / week",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Plus Monthly",
              "price": "16,99€ / month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Plus Annual",
              "price": "169,90€ / year",
              "kind": "base_subscription",
              "billed": "annually"
            },
            {
              "name": "Promotional first month",
              "price": "7.99€ for the first month",
              "kind": "base_subscription",
              "billed": "monthly"
            }
          ]
        },
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 8.94,
        "monthly_usd": 8.94,
        "headline": "Free plan; paid from €7.99/mo",
        "summary": "Free plan; paid from €7.99/mo. Cosmicup offers a permanent limited Free Plan alongside Plus subscriptions priced at 4,99€ weekly, 16,99€ monthly, or 169,90€ annually, with a coupon-based 7.99€ first month promotion."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "e2b_dev_ai_analyst",
      "name": "AI Analyst",
      "url": "https://github.com/e2b-dev/ai-analyst",
      "short_summary": "analyzes data by writing and executing code and creating interactive charts from uploaded CSV files",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public pricing is shown for AI Analyst in the supplied homepage content."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "nahook",
      "name": "Nahook",
      "url": "https://docs.nahook.com/mcp/",
      "short_summary": "drives webhook platform management through AI assistants",
      "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": "praxim_for_word",
      "name": "Praxim For Word",
      "url": "https://praxim.ai/",
      "short_summary": "edits, chats with, and queries Microsoft Word documents using AI; reviews and redlines contracts, fills forms, reformats and generates documents",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Pro",
            "monthly_native": 29.99,
            "monthly_usd": 29.99,
            "commitment": "monthly",
            "basis": "$29.99/month",
            "billing_verified": true
          },
          "rates": [
            {
              "line": "Usage-based credits",
              "per": "per 100 credit",
              "text": "$8 per 100 credit"
            }
          ],
          "currency": "USD",
          "lines": [
            {
              "name": "Free",
              "price": "$0/month",
              "kind": "free",
              "billed": "monthly"
            },
            {
              "name": "Pro",
              "price": "$29.99/month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "MAX",
              "price": "$299.99/month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Usage-based credits",
              "price": "$8 per 100 credits",
              "kind": "usage_rate",
              "unit": "100 credit",
              "billed": "usage"
            },
            {
              "name": "Enterprise",
              "price": "Custom",
              "kind": "custom"
            }
          ]
        },
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 29.99,
        "monthly_usd": 29.99,
        "headline": "Free plan; paid from $29.99/mo",
        "summary": "Free plan; paid from $29.99/mo. Praxim offers a free tier, Pro at $29.99/month, MAX at $299.99/month, usage-based credits at $8 per 100 credits, and custom Enterprise pricing."
      },
      "evidence_quality": "high",
      "upvotes": 0
    }
  ],
  "platforms_also_here": [
    {
      "agent_id": "ai_agents",
      "name": "AI Agents",
      "url": "https://claude.com/solutions/agents",
      "short_summary": "build AI agents that plan, act, and collaborate; agentic tasks like classifying support tickets, code migrations, bug fixes, and multi-agent workflows",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Pro (annual billing)",
            "monthly_native": 17,
            "monthly_usd": 17,
            "commitment": "monthly",
            "basis": "$17/month",
            "billing_verified": true
          },
          "currency": "USD",
          "lines": [
            {
              "name": "Free",
              "price": "$0",
              "kind": "free",
              "billed": "monthly"
            },
            {
              "name": "Pro",
              "price": "$20 if billed monthly",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Pro (annual billing)",
              "price": "$17 per month with annual subscription discount ($200 billed up front)",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Max",
              "price": "From $100 per month",
              "kind": "base_subscription",
              "billed": "monthly"
            }
          ]
        },
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 17,
        "monthly_usd": 17,
        "headline": "Free plan; paid from $17/mo",
        "summary": "Free plan; paid from $17/mo. Claude offers a permanent free plan, Pro at $20 monthly or $17 per month with annual billing, and Max from $100 per month."
      },
      "home_niche": "enterprise-ai-platform",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "ai_copilot_development_service",
      "name": "Ai Copilot Development Service",
      "url": "https://werqlabs.com/ai-copilot-development",
      "short_summary": "Develops custom AI copilots that automate routine tasks, provide context-aware assistance, and deliver insights embedded in business workflows (development ser…",
      "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-copilot-platform",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "aose",
      "name": "Aose",
      "url": "https://www.agentofficesuite.com/",
      "short_summary": "provides a shared office suite where AI agents collaborate with users on documents, databases, slides, and flowcharts",
      "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-workspace-platform",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "chibi",
      "name": "Chibi",
      "url": "https://chibi.bot",
      "short_summary": "Provider-agnostic AI companion that orchestrates multiple LLMs (GPT, Claude, Gemini, DeepSeek, etc.) for asynchronous task execution, code work, research, file…",
      "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": "personal-ai-assistant",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "copilotkit",
      "name": "Copilotkit",
      "url": "https://docs.copilotkit.ai/",
      "short_summary": "provides frontend UI primitives (chat, generative UI, shared state, human-in-the-loop workflows) for building agentic user experiences on AG-UI compatible back…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public pricing or plan details were observed on the available homepage content."
      },
      "home_niche": "agent-framework-open-source",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "coze",
      "name": "Coze",
      "url": "https://coze.com",
      "short_summary": "AI Agent-based intelligent office platform with AI writing, PPT generation, web development, and AI design tools.",
      "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-workspace-platform",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "eizen_ai",
      "name": "Eizen Ai",
      "url": "https://eizen.ai/",
      "short_summary": "analyzes live or recorded video/visual feeds to detect anomalies, recognize patterns, and take automated actions or provide real-time interactive guidance (com…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public price found on the vendor site."
      },
      "home_niche": "vertical-ai-agent-platform",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "gemini_mcp",
      "name": "Gemini",
      "url": "https://github.com/RLabs-Inc/gemini-mcp",
      "short_summary": "MCP server enabling Claude to interact with Google's Gemini 3 models. Provides research, image/video generation, code execution, web search, document analysis,…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public pricing is shown for this open-source Gemini MCP server."
      },
      "home_niche": "enterprise-ai-platform",
      "also_covers": true,
      "upvotes": 0
    }
  ],
  "page_url": "https://agentery.com/market/ai-assistant-suite",
  "summary": {
    "niche": "ai-assistant-suite",
    "sector": "developer-tools-infra",
    "pricing_by_provider_type": {
      "headline": "Prices differ by provider type and buyer tier — no blended headline is used. Strongest cohort: Agents · Pro median $55/mo (12 providers). See benchmarks_by_provider_type_and_tier for the full matrix.",
      "benchmarks": [
        {
          "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": 12,
          "reliability": "high",
          "median": 54.5,
          "p25": 19.27,
          "p75": 60.39,
          "status": "ok"
        },
        {
          "provider_type": "mcp",
          "provider_type_label": "MCP servers",
          "buyer_tier": "pro",
          "buyer_tier_label": "Pro",
          "pricing_unit": "flat",
          "pricing_unit_label": "flat monthly",
          "comparable_provider_count": 4,
          "reliability": "low",
          "median": 17,
          "p25": null,
          "p75": null,
          "status": "median_only"
        },
        {
          "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": 3,
          "reliability": "low",
          "median": 74.1,
          "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": 75,
          "p25": null,
          "p75": null,
          "status": "median_only"
        },
        {
          "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": 12.49,
          "p25": null,
          "p75": null,
          "status": "median_only"
        },
        {
          "provider_type": "agent",
          "provider_type_label": "Agents",
          "buyer_tier": "enterprise",
          "buyer_tier_label": "Enterprise",
          "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": [
            1997,
            6584
          ]
        },
        {
          "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": [
            5.24,
            79
          ]
        }
      ],
      "warnings": [],
      "full_pricing_via": {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "ai-assistant-suite"
        },
        "note": "add provider_type + buyer_tier for a specific cohort"
      }
    },
    "page_url": "https://agentery.com/market/ai-assistant-suite",
    "counts": {
      "listings_with_price_capture": 96,
      "listings_with_observed_public_price": 44,
      "providers_with_numeric_monthly_price_latest_scan": 20,
      "like_for_like_comparable_pairs": 20
    },
    "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": 15,
        "provider_count": 5,
        "plan_observation_count": 9,
        "data_confidence": 0.42,
        "data_confidence_basis": {
          "provider_component": 0.42,
          "observation_component": 0.45,
          "provider_count": 5,
          "plan_observation_count": 9
        },
        "reliability": "medium",
        "members": [
          {
            "provider": "calcupedia",
            "usd": 9.99
          },
          {
            "provider": "coworker",
            "usd": 12.5
          },
          {
            "provider": "archivist_ai",
            "usd": 15
          },
          {
            "provider": "agentos_247",
            "usd": 74.1
          },
          {
            "provider": "lane_interactive",
            "usd": 497
          }
        ],
        "p25": 12.5,
        "p75": 74.1
      },
      {
        "tier": "pro",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 48.25,
        "provider_count": 14,
        "plan_observation_count": 28,
        "data_confidence": 1,
        "data_confidence_basis": {
          "provider_component": 1,
          "observation_component": 1,
          "provider_count": 14,
          "plan_observation_count": 28
        },
        "reliability": "high",
        "members": [
          {
            "provider": "hermes_studio",
            "usd": 0.16
          },
          {
            "provider": "workbuddy",
            "usd": 10
          },
          {
            "provider": "cuey",
            "usd": 18.99
          },
          {
            "provider": "oi_ai",
            "usd": 19
          },
          {
            "provider": "cosmicup",
            "usd": 19.37
          },
          {
            "provider": "raccoon",
            "usd": 19.5
          },
          {
            "provider": "archivist_ai",
            "usd": 47.5
          },
          {
            "provider": "dimension",
            "usd": 49
          },
          {
            "provider": "ara",
            "usd": 60
          },
          {
            "provider": "claude_security",
            "usd": 60
          },
          {
            "provider": "claude",
            "usd": 60
          },
          {
            "provider": "claude_mobile_work_tools",
            "usd": 61.56
          },
          {
            "provider": "agentos_247",
            "usd": 158.46
          },
          {
            "provider": "praxim_for_word",
            "usd": 164.99
          }
        ],
        "p25": 19.09,
        "p75": 60
      },
      {
        "tier": "team_sme",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 75,
        "provider_count": 5,
        "plan_observation_count": 6,
        "data_confidence": 0.39,
        "data_confidence_basis": {
          "provider_component": 0.42,
          "observation_component": 0.3,
          "provider_count": 5,
          "plan_observation_count": 6
        },
        "reliability": "medium",
        "members": [
          {
            "provider": "studio99_calligraphy",
            "usd": 5.24
          },
          {
            "provider": "unboundcontent",
            "usd": 35
          },
          {
            "provider": "claude_security",
            "usd": 75
          },
          {
            "provider": "oi_ai",
            "usd": 79
          },
          {
            "provider": "lane_interactive",
            "usd": 997
          }
        ],
        "p25": 35,
        "p75": 79
      },
      {
        "tier": "enterprise",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 4290.5,
        "provider_count": 2,
        "plan_observation_count": 2,
        "data_confidence": 0.15,
        "data_confidence_basis": {
          "provider_component": 0.17,
          "observation_component": 0.1,
          "provider_count": 2,
          "plan_observation_count": 2
        },
        "reliability": "low",
        "members": [
          {
            "provider": "lane_interactive",
            "usd": 1997
          },
          {
            "provider": "use_ai_assistantx27s_knowledge",
            "usd": 6584
          }
        ]
      }
    ],
    "pricing_coverage": {
      "listings_with_price_capture": 96,
      "listings_with_observed_public_price": 44,
      "normalized_observations": 47,
      "comparable_providers": 21,
      "strict_cohorts": 4,
      "exclusion_reasons": {
        "ambiguous_cadence": 13,
        "promo": 1,
        "range": 1,
        "free_or_zero": 3,
        "one_time": 5,
        "usage_not_monthly": 7
      }
    },
    "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": 13,
      "promo": 1,
      "range": 1,
      "free_or_zero": 3,
      "one_time": 5,
      "usage_not_monthly": 7
    },
    "billing_mix": {
      "usage": 4,
      "free": 16,
      "freemium": 16,
      "subscription": 5,
      "one-time": 2,
      "contact_sales": 1
    },
    "free_tier_share": 0.73,
    "top_providers": [
      {
        "agent_id": "agenticsee",
        "name": "AgenticSeek",
        "price": {
          "observed": false,
          "billing": "not_found",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "No public price found",
          "summary": "No reliable public SaaS pricing was found in the supplied page context."
        },
        "observed": false
      },
      {
        "agent_id": "archivist_ai",
        "name": "archivist-ai",
        "price": {
          "commercial": {
            "entry_offer": {
              "line": "Casual",
              "monthly_native": 10,
              "monthly_usd": 10,
              "commitment": "monthly",
              "basis": "$10/month",
              "billing_verified": true
            },
            "currency": "USD",
            "notes": [
              "add-on / component (not a whole-product price): Extra Session $2",
              "other prices: Campaign Pass $6 (period not stated)"
            ],
            "lines": [
              {
                "name": "Casual",
                "price": "$10/mo",
                "kind": "base_subscription",
                "billed": "monthly"
              },
              {
                "name": "Seasoned",
                "price": "$20/mo",
                "kind": "base_subscription",
                "billed": "monthly"
              },
              {
                "name": "Pro",
                "price": "$35/mo",
                "kind": "base_subscription",
                "billed": "monthly"
              },
              {
                "name": "Legend",
                "price": "$60/mo",
                "kind": "base_subscription",
                "billed": "monthly"
              },
              {
                "name": "Campaign Pass",
                "price": "$6",
                "kind": "unspecified_period"
              },
              {
                "name": "Extra Session",
                "price": "$2",
                "kind": "add_on",
                "billed": "monthly"
              }
            ]
          },
          "observed": true,
          "billing": "subscription",
          "lowest_monthly_usd": 10,
          "monthly_usd": 10,
          "headline": "From $10/mo",
          "summary": "From $10/mo. Archivist offers four monthly subscription tiers from $10/mo to $60/mo, plus a 30-day free trial and separately priced add-ons."
        },
        "observed": true
      },
      {
        "agent_id": "cherry_studio",
        "name": "Cherry Studio",
        "price": {
          "commercial": {
            "currency": "USD",
            "lines": [
              {
                "name": "Community Edition",
                "price": "0USD",
                "kind": "free",
                "billed": "monthly"
              },
              {
                "name": "Enterprise",
                "price": "Contact us",
                "kind": "custom"
              }
            ]
          },
          "observed": true,
          "billing": "free",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "Free plan; paid plans by quote",
          "summary": "Free plan; paid plans by quote. Cherry Studio offers a free, open-source community edition for personal use, while commercial enterprise authorization requires contacting the company."
        },
        "observed": true
      },
      {
        "agent_id": "claude_mobile_work_tools",
        "name": "Claude Mobile Work Tools",
        "price": {
          "commercial": {
            "entry_offer": {
              "line": "Pro (annual billing)",
              "monthly_native": 15,
              "monthly_usd": 16.79,
              "commitment": "monthly",
              "basis": "€15/month",
              "billing_verified": true
            },
            "currency": "EUR",
            "notes": [
              "prices in EUR as published; USD figures are conversions at 2026-10-14"
            ],
            "lines": [
              {
                "name": "Free",
                "price": "€0",
                "kind": "free",
                "billed": "monthly"
              },
              {
                "name": "Pro",
                "price": "€18 if billed monthly",
                "kind": "base_subscription",
                "billed": "monthly"
              },
              {
                "name": "Pro (annual billing)",
                "price": "€15 per month with annual subscription discount (€180 billed up front)",
                "kind": "base_subscription",
                "billed": "monthly"
              },
              {
                "name": "Max",
                "price": "From €90 per month",
                "kind": "base_subscription",
                "billed": "monthly"
              }
            ]
          },
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 16.79,
          "monthly_usd": 16.79,
          "headline": "Free plan; paid from €15/mo",
          "summary": "Free plan; paid from €15/mo. Claude offers a permanent free plan, Pro at €18 monthly or €15 per month when billed annually, and Max plans from €90 per month."
        },
        "observed": true
      },
      {
        "agent_id": "clawapp",
        "name": "Clawapp",
        "price": {
          "observed": false,
          "billing": "not_found",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "No public price found",
          "summary": "No public price found on the vendor site."
        },
        "observed": false
      }
    ],
    "suggested_next_calls": [
      {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "ai-assistant-suite"
        },
        "purpose": "full observed price distribution + per-tier medians for this niche"
      },
      {
        "tool": "niche_report",
        "arguments": {
          "niche": "ai-assistant-suite",
          "response_mode": "full"
        },
        "purpose": "the complete report incl. index series and tier decomposition"
      },
      {
        "tool": "suggest_alternatives",
        "arguments": {
          "agent_id": "agenticsee"
        },
        "purpose": "comparable (optionally cheaper) providers to a named agent"
      },
      {
        "tool": "get_agent_profile",
        "arguments": {
          "agent_id": "agenticsee"
        },
        "purpose": "full profile, integrations and pricing for one provider"
      }
    ]
  }
}