Enterprise AI Platform

{
  "niche": "enterprise-ai-platform",
  "parent_sector": "developer-tools-infra",
  "provider_type_pricing": {
    "slug": "enterprise-ai-platform",
    "pricing_basis": "lowest_observed_monthly_usd",
    "provider_type_methodology": "commercial-form-v2",
    "provider_type_methodology_published_at": "2026-07-31",
    "blended": {
      "median": 50,
      "p25": 27.67,
      "p75": 199,
      "providers": 13
    },
    "by_provider_type": {
      "agent": {
        "median": 49.5,
        "p25": 24.25,
        "p75": 260.4,
        "providers": 12,
        "publishable": true,
        "confidence": "normal"
      },
      "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": 55,
  "adjacent_niches": [
    "ai-frontend-coding",
    "incident-response-sre",
    "mcp-platform-provider",
    "on-call-management-agent",
    "legacy-code-modernization",
    "database-query-agent"
  ],
  "market_pulse": {
    "pulse": 55,
    "drivers": [
      "enterprise money present",
      "19 new builders in 30d"
    ],
    "price_move_30d_pct": 5,
    "money_share": 0.8214285714285714,
    "entry_rate": 0.24358974358974358,
    "alive_share": 0.9746835443037974
  },
  "price_move": {
    "d_pct": 0,
    "w_pct": 0,
    "m_pct": 2,
    "comparable_agents": 14,
    "quarantined_agents": 0,
    "confidence": "high",
    "published": {
      "d": false,
      "w": false,
      "m": true
    },
    "held_reason": {
      "d": null,
      "w": null,
      "m": null
    },
    "driver": {
      "d": null,
      "w": null,
      "m": "corebase's \"Team\" $112→$149 (+33%)"
    },
    "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": 0.99,
        "team_sme": 1.01,
        "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
      ],
      "pro": [
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100.973,
        100.973,
        100.973,
        100.973,
        100.973,
        100.973,
        100.973,
        100.973,
        100.973,
        100.973,
        100.973,
        100.973,
        100.973,
        100.973,
        100.973,
        100.973,
        100.973,
        100.973,
        100.973,
        100.973,
        100.973
      ],
      "team_sme": [
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100.989,
        100.989,
        100.989,
        100.989,
        100.989,
        100.989,
        100.989,
        100.989,
        100.989,
        100.989,
        100.989,
        100.989,
        100.989,
        100.989,
        100.989,
        100.989,
        100.989,
        100.989,
        100.989,
        100.989,
        100.989
      ],
      "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
      ]
    },
    "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": 4.1,
        "team_sme": 3.6,
        "enterprise": 0
      }
    },
    "tier_agents": {
      "individual": 8,
      "pro": 5,
      "team_sme": 9,
      "enterprise": 2
    },
    "obs_range": {
      "d": null,
      "w": null,
      "m": {
        "min": 29,
        "max": 29,
        "days": 1
      }
    },
    "tier_obs_range": {
      "d": {
        "individual": null,
        "pro": null,
        "team_sme": null,
        "enterprise": null
      },
      "w": {
        "individual": null,
        "pro": null,
        "team_sme": null,
        "enterprise": null
      },
      "m": {
        "individual": null,
        "pro": {
          "min": 7,
          "max": 7,
          "days": 1
        },
        "team_sme": {
          "min": 8,
          "max": 8,
          "days": 1
        },
        "enterprise": null
      }
    }
  },
  "pricing": {
    "sampleSize": 73,
    "observed": 28,
    "byPersona": {
      "free": {
        "n": 9,
        "nPriced": 0,
        "reliability": "none",
        "median": null,
        "p25": null,
        "p75": null,
        "min": null,
        "max": null,
        "usageShare": 0
      },
      "individual": {
        "n": 13,
        "nPriced": 12,
        "reliability": "high",
        "median": 14.5,
        "p25": 6.67,
        "p75": 122.5,
        "min": 0.08,
        "max": 3000,
        "usageShare": 0.08
      },
      "pro": {
        "n": 11,
        "nPriced": 9,
        "reliability": "medium",
        "median": 50,
        "p25": 27,
        "p75": 99,
        "min": 2,
        "max": 120,
        "usageShare": 0.27
      },
      "team_sme": {
        "n": 13,
        "nPriced": 13,
        "reliability": "high",
        "median": 337,
        "p25": 197,
        "p75": 650,
        "min": 4,
        "max": 6000,
        "usageShare": 0.08
      },
      "enterprise": {
        "n": 20,
        "nPriced": 4,
        "reliability": "low",
        "median": 1001,
        "p25": 2.26,
        "p75": 4499.25,
        "min": 0.03,
        "max": 12000,
        "usageShare": 0.1
      }
    },
    "byPersonaMonthly": {
      "free": {
        "nMonthly": 0,
        "p25": null,
        "median": null,
        "p75": null,
        "confidence": "none",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": false
      },
      "individual": {
        "nMonthly": 11,
        "p25": 8.75,
        "median": 15,
        "p75": 148,
        "confidence": "medium",
        "usageShare": 0.08,
        "mixedBilling": true,
        "monthlyComparable": true
      },
      "pro": {
        "nMonthly": 8,
        "p25": 43.5,
        "median": 50,
        "p75": 104.25,
        "confidence": "medium",
        "usageShare": 0.27,
        "mixedBilling": true,
        "monthlyComparable": true
      },
      "team_sme": {
        "nMonthly": 12,
        "p25": 214.25,
        "median": 417,
        "p75": 1485,
        "confidence": "high",
        "usageShare": 0.08,
        "mixedBilling": true,
        "monthlyComparable": true
      },
      "enterprise": {
        "nMonthly": 2,
        "p25": 4499.25,
        "median": 6999.5,
        "p75": 9499.75,
        "confidence": "low",
        "usageShare": 0.1,
        "mixedBilling": true,
        "monthlyComparable": true
      }
    },
    "byTierCohorts": {
      "status": "ok",
      "cohorts": [
        {
          "tier": "individual",
          "currency": "USD",
          "period": "month",
          "unit": "flat",
          "median": 129.98,
          "provider_count": 7,
          "plan_observation_count": 9,
          "data_confidence": 0.56,
          "data_confidence_basis": {
            "provider_component": 0.58,
            "observation_component": 0.45,
            "provider_count": 7,
            "plan_observation_count": 9
          },
          "reliability": "medium",
          "members": [
            {
              "provider": "clarista",
              "usd": 2.92
            },
            {
              "provider": "ara_hub",
              "usd": 11.25
            },
            {
              "provider": "timbal",
              "usd": 28.5
            },
            {
              "provider": "ai_agent_advisor_maybe",
              "usd": 129.98
            },
            {
              "provider": "sparkient",
              "usd": 199
            },
            {
              "provider": "zbrain",
              "usd": 999
            },
            {
              "provider": "connectify_executive_copilot",
              "usd": 3000
            }
          ],
          "p25": 19.88,
          "p75": 599
        },
        {
          "tier": "pro",
          "currency": "USD",
          "period": "month",
          "unit": "flat",
          "median": 61.75,
          "provider_count": 6,
          "plan_observation_count": 8,
          "data_confidence": 0.48,
          "data_confidence_basis": {
            "provider_component": 0.5,
            "observation_component": 0.4,
            "provider_count": 6,
            "plan_observation_count": 8
          },
          "reliability": "medium",
          "members": [
            {
              "provider": "bailian_cli",
              "usd": 0.31
            },
            {
              "provider": "portkey_ai",
              "usd": 49
            },
            {
              "provider": "imagga_beam",
              "usd": 50
            },
            {
              "provider": "ara_hub",
              "usd": 73.5
            },
            {
              "provider": "dust_tt",
              "usd": 82.08
            },
            {
              "provider": "timbal",
              "usd": 112.86
            }
          ],
          "p25": 49.25,
          "p75": 79.94
        },
        {
          "tier": "team_sme",
          "currency": "USD",
          "period": "month",
          "unit": "flat",
          "median": 599,
          "provider_count": 9,
          "plan_observation_count": 12,
          "data_confidence": 0.72,
          "data_confidence_basis": {
            "provider_component": 0.75,
            "observation_component": 0.6,
            "provider_count": 9,
            "plan_observation_count": 12
          },
          "reliability": "medium",
          "members": [
            {
              "provider": "ara_hub",
              "usd": 142.5
            },
            {
              "provider": "corebase",
              "usd": 164
            },
            {
              "provider": "timbal",
              "usd": 384.18
            },
            {
              "provider": "ai_agent_advisor_maybe",
              "usd": 464.98
            },
            {
              "provider": "sparkient",
              "usd": 599
            },
            {
              "provider": "querypie_ai",
              "usd": 650
            },
            {
              "provider": "zbrain",
              "usd": 999
            },
            {
              "provider": "imagga_beam",
              "usd": 3990
            },
            {
              "provider": "connectify_executive_copilot",
              "usd": 6000
            }
          ],
          "p25": 384.18,
          "p75": 999
        },
        {
          "tier": "enterprise",
          "currency": "USD",
          "period": "month",
          "unit": "flat",
          "median": 6999.5,
          "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": "sparkient",
              "usd": 1999
            },
            {
              "provider": "connectify_executive_copilot",
              "usd": 12000
            }
          ]
        }
      ],
      "rejected": {
        "ambiguous_cadence": 16,
        "usage_not_monthly": 5,
        "range": 1,
        "one_time": 2,
        "free_or_zero": 1,
        "unrankable_or_unparseable": 1
      },
      "evidence": {
        "status": "ok",
        "single_observations": [],
        "observed_offers": [
          {
            "billing": "monthly",
            "unit": "flat",
            "count": 31,
            "offers": [
              {
                "provider": "ai_agent_advisor_maybe",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "£97/mo",
                "monthly_usd": 129.98
              },
              {
                "provider": "ai_agent_advisor_maybe",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "£197/mo",
                "monthly_usd": 263.98
              },
              {
                "provider": "ai_agent_advisor_maybe",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "£497/mo",
                "monthly_usd": 665.98
              },
              {
                "provider": "ara_hub",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$7.5 /mo",
                "monthly_usd": 7.5
              },
              {
                "provider": "ara_hub",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$15 /mo",
                "monthly_usd": 15
              },
              {
                "provider": "ara_hub",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$27 /mo",
                "monthly_usd": 27
              },
              {
                "provider": "ara_hub",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$65 /mo",
                "monthly_usd": 65
              },
              {
                "provider": "ara_hub",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$120 /mo",
                "monthly_usd": 120
              },
              {
                "provider": "ara_hub",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$220 /mo",
                "monthly_usd": 220
              },
              {
                "provider": "bailian_cli",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "¥50.00 / 1 month",
                "monthly_usd": 0.31
              },
              {
                "provider": "clarista",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$20K / year",
                "monthly_usd": 1.67
              },
              {
                "provider": "clarista",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$50K / year",
                "monthly_usd": 4.17
              },
              {
                "provider": "connectify_executive_copilot",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$3,000/mo",
                "monthly_usd": 3000
              },
              {
                "provider": "connectify_executive_copilot",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$6,000/mo",
                "monthly_usd": 6000
              },
              {
                "provider": "connectify_executive_copilot",
                "tier": "enterprise",
                "billing": "monthly",
                "unit": "flat",
                "price": "$12,000/mo",
                "monthly_usd": 12000
              },
              {
                "provider": "corebase",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$79 / mo",
                "monthly_usd": 79
              },
              {
                "provider": "corebase",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$249 / mo",
                "monthly_usd": 249
              },
              {
                "provider": "dust_tt",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "24€",
                "monthly_usd": 27.36
              },
              {
                "provider": "dust_tt",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "120€",
                "monthly_usd": 136.8
              },
              {
                "provider": "imagga_beam",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$50/month",
                "monthly_usd": 50
              },
              {
                "provider": "imagga_beam",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$3990/month",
                "monthly_usd": 3990
              },
              {
                "provider": "portkey_ai",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$49/month",
                "monthly_usd": 49
              },
              {
                "provider": "querypie_ai",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$650/mo",
                "monthly_usd": 650
              },
              {
                "provider": "sparkient",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$199 /mo",
                "monthly_usd": 199
              },
              {
                "provider": "sparkient",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$599 /mo",
                "monthly_usd": 599
              },
              {
                "provider": "sparkient",
                "tier": "enterprise",
                "billing": "monthly",
                "unit": "flat",
                "price": "$1,999 /mo",
                "monthly_usd": 1999
              },
              {
                "provider": "timbal",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "€25 /mo",
                "monthly_usd": 28.5
              },
              {
                "provider": "timbal",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "€99 /mo",
                "monthly_usd": 112.86
              },
              {
                "provider": "timbal",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "€337 /mo",
                "monthly_usd": 384.18
              },
              {
                "provider": "zbrain",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$999/month",
                "monthly_usd": 999
              },
              {
                "provider": "zbrain",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$5,994 /6 months",
                "monthly_usd": 999
              }
            ]
          },
          {
            "billing": "one_time",
            "unit": "flat",
            "count": 2,
            "offers": [
              {
                "provider": "token4ai_cloud",
                "tier": "pro",
                "billing": "one_time",
                "unit": "flat",
                "price": "¥199 / $210 credit",
                "monthly_usd": null
              },
              {
                "provider": "token4ai_cloud",
                "tier": "pro",
                "billing": "one_time",
                "unit": "flat",
                "price": "¥399 / $420 credit",
                "monthly_usd": null
              }
            ]
          },
          {
            "billing": "usage",
            "unit": "other_usage",
            "count": 3,
            "offers": [
              {
                "provider": "cortex_agents",
                "tier": "pro",
                "billing": "usage",
                "unit": "other_usage",
                "price": "$2.00 / per credit ($USD)",
                "monthly_usd": null
              },
              {
                "provider": "cortex_agents",
                "tier": "enterprise",
                "billing": "usage",
                "unit": "other_usage",
                "price": "$3.00 / per credit ($USD)",
                "monthly_usd": null
              },
              {
                "provider": "cortex_agents",
                "tier": "team_sme",
                "billing": "usage",
                "unit": "other_usage",
                "price": "$4.00 / per credit ($USD)",
                "monthly_usd": null
              }
            ]
          },
          {
            "billing": "usage",
            "unit": "per_agent",
            "count": 2,
            "offers": [
              {
                "provider": "lyzr_ai",
                "tier": "individual",
                "billing": "usage",
                "unit": "per_agent",
                "price": "$0.08/agent run",
                "monthly_usd": null
              },
              {
                "provider": "lyzr_ai",
                "tier": "enterprise",
                "billing": "usage",
                "unit": "per_agent",
                "price": "$0.03/agent run",
                "monthly_usd": null
              }
            ]
          },
          {
            "billing": "unspecified_period",
            "unit": "flat",
            "count": 16,
            "offers": [
              {
                "provider": "ai_agent_advisor_maybe",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "ara_hub",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "clarista",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Talk to us",
                "monthly_usd": null
              },
              {
                "provider": "corebase",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "dust_tt",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Talk to sales",
                "monthly_usd": null
              },
              {
                "provider": "imagga_beam",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "portkey_ai",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom Pricing",
                "monthly_usd": null
              },
              {
                "provider": "querypie_ai",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Let's Talk",
                "monthly_usd": null
              },
              {
                "provider": "rownd",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "rownd",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "rownd",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "timbal",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "trelent",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom (tied to business metrics)",
                "monthly_usd": null
              },
              {
                "provider": "writer",
                "tier": "individual",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "14-day free trial",
                "monthly_usd": null
              },
              {
                "provider": "writer",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact sales",
                "monthly_usd": null
              },
              {
                "provider": "zbrain",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Book a demo",
                "monthly_usd": null
              }
            ]
          }
        ],
        "coverage": {
          "priced_providers": 19,
          "normalized_observations": 31,
          "comparable_providers": 13,
          "strict_cohorts": 4,
          "exclusion_reasons": {
            "ambiguous_cadence": 16,
            "usage_not_monthly": 5,
            "range": 1,
            "one_time": 2,
            "free_or_zero": 1,
            "unrankable_or_unparseable": 1
          }
        }
      }
    },
    "billingMix": {
      "one-time": 2,
      "contact_sales": 8,
      "freemium": 8,
      "usage": 2,
      "subscription": 6,
      "free": 2
    },
    "freeTierShare": 0.36,
    "medianLowestUsd": 50
  },
  "movement": {
    "niche": "enterprise-ai-platform",
    "sector": "developer-tools-infra",
    "pricedNow": 13,
    "pairs": 11,
    "repriced": [
      {
        "handle": "corebase",
        "from": 49,
        "to": 79,
        "pct": 61.2
      },
      {
        "handle": "ai_agent_advisor_maybe",
        "from": 130.27,
        "to": 130.54,
        "pct": 0.2
      },
      {
        "handle": "dust_tt",
        "from": 27.63,
        "to": 27.67,
        "pct": 0.1
      }
    ],
    "newlyPriced": [
      "querypie_ai",
      "timbal"
    ],
    "droppedFromPriced": [
      "simosphere_ai",
      "token4ai_cloud",
      "thinkneo_ai_control_plane"
    ],
    "likeForLikePct": 4.5,
    "kind": "mixed",
    "narrative": "Repricing + composition: 3 agents repriced — all up (avg +4.5%); 2 newly published pricing; 3 stopped showing a public price."
  },
  "index_series": {
    "series": [
      {
        "day": "2026-07-09",
        "index": 100,
        "pairs": 26,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-10",
        "index": 100,
        "pairs": 25,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-11",
        "index": 100,
        "pairs": 25,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-12",
        "index": 100,
        "pairs": 26,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-13",
        "index": 100,
        "pairs": 28,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-14",
        "index": 100,
        "pairs": 28,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-15",
        "index": 100,
        "pairs": 32,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-16",
        "index": 100,
        "pairs": 32,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-17",
        "index": 100,
        "pairs": 31,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-18",
        "index": 101.972,
        "pairs": 29,
        "dayChangePct": 1.97
      },
      {
        "day": "2026-07-19",
        "index": 101.972,
        "pairs": 29,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-20",
        "index": 101.972,
        "pairs": 30,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-21",
        "index": 101.972,
        "pairs": 31,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-22",
        "index": 101.972,
        "pairs": 29,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-23",
        "index": 101.972,
        "pairs": 29,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-24",
        "index": 101.972,
        "pairs": 29,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-25",
        "index": 101.972,
        "pairs": 27,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-26",
        "index": 101.972,
        "pairs": 27,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-27",
        "index": 101.972,
        "pairs": 25,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-28",
        "index": 101.972,
        "pairs": 23,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-29",
        "index": 101.972,
        "pairs": 23,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-30",
        "index": 101.972,
        "pairs": 25,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-31",
        "index": 101.972,
        "pairs": 25,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-01",
        "index": 101.972,
        "pairs": 25,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-02",
        "index": 101.972,
        "pairs": 26,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-03",
        "index": 101.972,
        "pairs": 24,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-04",
        "index": 101.972,
        "pairs": 24,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-05",
        "index": 101.972,
        "pairs": 28,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-06",
        "index": 101.972,
        "pairs": 24,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-07",
        "index": 101.972,
        "pairs": 24,
        "dayChangePct": 0
      }
    ],
    "latest": 101.972,
    "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": "datarobot",
      "name": "Agentic AI platform",
      "url": "https://datarobot.com/product/agentic-ai",
      "short_summary": "develop, deploy, and govern agentic AI applications and multi-agent workflows",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "The pricing page contains dollar-denominated figures but does not provide enough visible context to identify public plans or billing terms."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "dust_tt",
      "name": "Dust Tt",
      "url": "https://dust.tt/",
      "short_summary": "Builds and runs company-internal AI agents that connect to business data and tools to perform tasks across departments (e.g. lead qualification, ticket routing…",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 27.67,
        "monthly_usd": 31.9,
        "headline": "Free tier, then from $27.67/mo",
        "summary": "Free tier, then from $27.67/mo. Dust offers a free lifetime-credit tier, paid Pro and Max plans priced monthly per seat, and an Enterprise plan with custom pricing."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "katonic",
      "name": "ACE Co-pilot",
      "url": "https://katonic.ai/ace",
      "short_summary": "Provides a sovereign enterprise AI platform where employees search company knowledge, generate documents, and build/deploy/execute AI agents on the customer'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": "lyzr_ai",
      "name": "Lyzr",
      "url": "https://www.lyzr.ai/",
      "short_summary": "Provides a platform to build, test, deploy and govern enterprise AI agents across functions like HR, sales, support, marketing, banking and insurance",
      "price": {
        "observed": true,
        "billing": "usage",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Paid (price not published)",
        "summary": "Lyzr charges per agent run at $0.08 on its cloud or $0.03 for VPC/on-prem deployments, with LLM costs billed separately."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "portkey_ai",
      "name": "Portkey AI",
      "url": "https://portkey.ai",
      "short_summary": "Provides an AI gateway, observability, guardrails, governance, and prompt management for production GenAI applications; routes and manages access to 1,600+ LLM…",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 49,
        "monthly_usd": 49,
        "headline": "Free tier, then from $49/mo",
        "summary": "Free tier, then from $49/mo. Portkey offers a free tier for development, a $49/month production plan with usage-based overages, and custom enterprise pricing for high-volume workloads."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "simosphere_ai",
      "name": "SIMOSphere AI",
      "url": "https://simosphereai.com",
      "short_summary": "orchestrates AI models and connects enterprise systems (CRM, ERP, document management) with large language models",
      "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": "sparkient",
      "name": "Sparkient",
      "url": "https://sparkient.ai/",
      "short_summary": "Make structured decisions in under 100ms — faster than any LLM API call. Define any decision type your app needs, train a lightweight ML model from AI-generate…",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 199,
        "monthly_usd": 199,
        "headline": "Free tier, then from $199/mo",
        "summary": "Free tier, then from $199/mo. Sparkient offers a free $0 tier, followed by monthly Starter, Growth, and Enterprise plans priced at $199, $599, and $1,999 per month."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "thinkneo_ai_control_plane",
      "name": "Thinkneo Ai Control Plane",
      "url": "https://thinkneo.ai",
      "short_summary": "provides runtime governance and control layer for enterprise AI applications across multiple providers",
      "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": "agentic_engineering",
      "name": "Agentic Engineering",
      "url": "https://rescale.com/solutions/agentic-digital-engineering/",
      "short_summary": "automates and orchestrates engineering R&D workflows (meshing, solving, post-processing, job troubleshooting, benchmarking, document updates) and monitors simu…",
      "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 Rescale's agentic engineering offering."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "cohere",
      "name": "Cohere",
      "url": "https://cohere.com/",
      "short_summary": "Provides enterprise AI models and a platform (North) that powers workplace productivity, search, reasoning, tool orchestration, and acting across company data",
      "price": {
        "observed": false,
        "billing": "unknown",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "The pricing page shows several USD price figures, but the supplied content does not identify their plans, billing periods, or pricing units."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    }
  ],
  "platforms_also_here": [
    {
      "agent_id": "1password_agentic_ai",
      "name": "1password Agentic Ai",
      "url": "https://1password.com/solutions/agentic-ai",
      "short_summary": "Enterprise security platform for managing AI agent authentication and access control. Provides credential management, audit trails, and governance for autonomo…",
      "price": {
        "observed": true,
        "billing": "contact_sales",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Contact sales (no public price)",
        "summary": "1Password lists Enterprise, Business, Personal, and several security products with pricing available by request rather than publicly displayed amounts."
      },
      "home_niche": "agent-identity-platform",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "abcdatawork",
      "name": "Abcdatawork",
      "url": "https://abcdatawork.com/",
      "short_summary": "AI infrastructure and data platform engineering company. Builds production-ready RAG pipelines, MCP servers, distributed systems, and GPU-optimized inference i…",
      "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-data-platform",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "abundly",
      "name": "Abundly",
      "url": "https://abundly.ai/use-cases",
      "short_summary": "AI agent platform for building production-ready business automation agents. Offers pre-built agents for HR screening, contract analysis, invoice processing, le…",
      "price": {
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 240,
        "monthly_usd": 240,
        "headline": "From $240/mo",
        "summary": "From $240/mo. Abundly offers Basic at $240/month and Business at $950/month, with credit top-ups charged separately and custom Enterprise pricing."
      },
      "home_niche": "business-process-automation",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "adaptivex_agent",
      "name": "AdaptiveX Agent",
      "url": "https://adaptivex.sg/platform/agent",
      "short_summary": "Coordinates specialised AI agents to automate operational back-office workflows such as data entry, report generation, system updates, invoice processing, comp…",
      "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 content."
      },
      "home_niche": "vertical-ai-agent-platform",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "adobe_agent_orchestrator",
      "name": "Adobe Agent Orchestrator",
      "url": "https://business.adobe.com/products/experience-platform/agent-orchestrator.html",
      "short_summary": "Enterprise agent orchestration platform from Adobe Experience Platform for coordinating and managing AI agents in business workflows and customer experience au…",
      "price": {
        "observed": false,
        "billing": "failed_to_load",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public price found on the vendor site."
      },
      "home_niche": "agent-orchestration-platform",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "aegisagent",
      "name": "Aegis Autonomous AI Agent Platform",
      "url": "https://aegisagent.ai/",
      "short_summary": "Autonomously decomposes and executes user-defined goals: web research, content generation, email triage, code review, monitoring, and workflow orchestration",
      "price": {
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 50,
        "monthly_usd": 50,
        "headline": "From $50/mo",
        "summary": "From $50/mo. Aegis publicly displays a monthly price of $50, with no additional plan details visible in the supplied homepage context."
      },
      "home_niche": "deep-research-agent",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "aethvion_suite",
      "name": "Aethvion Suite",
      "url": "http://marcelvanduijn.com/aethvion-suite.html",
      "short_summary": "Unified AI-powered super-app ecosystem with multi-step ReAct agents, specialized agent management, AI chat with auto-routing, image generation, audio editing,…",
      "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-assistant-suite",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "aetnic",
      "name": "Aetnic",
      "url": "https://www.aetnic.com/",
      "short_summary": "Autonomous AI platform that deploys specialized AI agents to plan, build, secure, deploy, and operate complete software systems from a single instruction. Feat…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "AETNIC does not display publicly observable subscription pricing in the supplied homepage or pricing-page content."
      },
      "home_niche": "agent-orchestration-platform",
      "also_covers": true,
      "upvotes": 0
    }
  ],
  "page_url": "https://agentery.com/market/enterprise-ai-platform",
  "summary": {
    "niche": "enterprise-ai-platform",
    "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 · Team / SME median $557/mo (8 providers). See benchmarks_by_provider_type_and_tier for the full matrix.",
      "benchmarks": [
        {
          "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": 8,
          "reliability": "medium",
          "median": 557.49,
          "p25": 329.14,
          "p75": 1746.75,
          "status": "ok"
        },
        {
          "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": 6,
          "reliability": "medium",
          "median": 79.24,
          "p25": 15.56,
          "p75": 781.75,
          "status": "ok"
        },
        {
          "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": 6,
          "reliability": "medium",
          "median": 61.75,
          "p25": 49.25,
          "p75": 79.94,
          "status": "ok"
        }
      ],
      "warnings": [
        "This niche currently has sufficient agent pricing but insufficient MCP pricing."
      ],
      "full_pricing_via": {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "enterprise-ai-platform"
        },
        "note": "add provider_type + buyer_tier for a specific cohort"
      }
    },
    "page_url": "https://agentery.com/market/enterprise-ai-platform",
    "counts": {
      "listings_with_price_capture": 73,
      "listings_with_observed_public_price": 28,
      "providers_with_numeric_monthly_price_latest_scan": 13,
      "like_for_like_comparable_pairs": 11
    },
    "movement": {
      "d": {
        "published": false,
        "value_pct": null,
        "held_reason": null
      },
      "w": {
        "published": false,
        "value_pct": null,
        "held_reason": null
      },
      "m": {
        "published": true,
        "value_pct": 2,
        "driver": "corebase's \"Team\" $112→$149 (+33%)"
      }
    },
    "pricing_version": "cohorts-1",
    "pricing_status": "ok",
    "pricing_by_tier": [
      {
        "tier": "individual",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 129.98,
        "provider_count": 7,
        "plan_observation_count": 9,
        "data_confidence": 0.56,
        "data_confidence_basis": {
          "provider_component": 0.58,
          "observation_component": 0.45,
          "provider_count": 7,
          "plan_observation_count": 9
        },
        "reliability": "medium",
        "members": [
          {
            "provider": "clarista",
            "usd": 2.92
          },
          {
            "provider": "ara_hub",
            "usd": 11.25
          },
          {
            "provider": "timbal",
            "usd": 28.5
          },
          {
            "provider": "ai_agent_advisor_maybe",
            "usd": 129.98
          },
          {
            "provider": "sparkient",
            "usd": 199
          },
          {
            "provider": "zbrain",
            "usd": 999
          },
          {
            "provider": "connectify_executive_copilot",
            "usd": 3000
          }
        ],
        "p25": 19.88,
        "p75": 599
      },
      {
        "tier": "pro",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 61.75,
        "provider_count": 6,
        "plan_observation_count": 8,
        "data_confidence": 0.48,
        "data_confidence_basis": {
          "provider_component": 0.5,
          "observation_component": 0.4,
          "provider_count": 6,
          "plan_observation_count": 8
        },
        "reliability": "medium",
        "members": [
          {
            "provider": "bailian_cli",
            "usd": 0.31
          },
          {
            "provider": "portkey_ai",
            "usd": 49
          },
          {
            "provider": "imagga_beam",
            "usd": 50
          },
          {
            "provider": "ara_hub",
            "usd": 73.5
          },
          {
            "provider": "dust_tt",
            "usd": 82.08
          },
          {
            "provider": "timbal",
            "usd": 112.86
          }
        ],
        "p25": 49.25,
        "p75": 79.94
      },
      {
        "tier": "team_sme",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 599,
        "provider_count": 9,
        "plan_observation_count": 12,
        "data_confidence": 0.72,
        "data_confidence_basis": {
          "provider_component": 0.75,
          "observation_component": 0.6,
          "provider_count": 9,
          "plan_observation_count": 12
        },
        "reliability": "medium",
        "members": [
          {
            "provider": "ara_hub",
            "usd": 142.5
          },
          {
            "provider": "corebase",
            "usd": 164
          },
          {
            "provider": "timbal",
            "usd": 384.18
          },
          {
            "provider": "ai_agent_advisor_maybe",
            "usd": 464.98
          },
          {
            "provider": "sparkient",
            "usd": 599
          },
          {
            "provider": "querypie_ai",
            "usd": 650
          },
          {
            "provider": "zbrain",
            "usd": 999
          },
          {
            "provider": "imagga_beam",
            "usd": 3990
          },
          {
            "provider": "connectify_executive_copilot",
            "usd": 6000
          }
        ],
        "p25": 384.18,
        "p75": 999
      },
      {
        "tier": "enterprise",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 6999.5,
        "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": "sparkient",
            "usd": 1999
          },
          {
            "provider": "connectify_executive_copilot",
            "usd": 12000
          }
        ]
      }
    ],
    "pricing_coverage": {
      "listings_with_price_capture": 73,
      "listings_with_observed_public_price": 28,
      "normalized_observations": 31,
      "comparable_providers": 13,
      "strict_cohorts": 4,
      "exclusion_reasons": {
        "ambiguous_cadence": 16,
        "usage_not_monthly": 5,
        "range": 1,
        "one_time": 2,
        "free_or_zero": 1,
        "unrankable_or_unparseable": 1
      }
    },
    "pricing_note": "Provider-deduped, FX-normalized monthly medians, separated by buyer tier AND billing unit (flat/per_seat/per_user/per_agent) — incompatible units are never blended. Ranges (p25/p75) only at >=5 providers; data_confidence is provider-count-weighted. Usage-metered, promo, range, one-time and ambiguous-cadence plans are excluded.",
    "pricing_excluded_observations": {
      "ambiguous_cadence": 16,
      "usage_not_monthly": 5,
      "range": 1,
      "one_time": 2,
      "free_or_zero": 1,
      "unrankable_or_unparseable": 1
    },
    "billing_mix": {
      "one-time": 2,
      "contact_sales": 8,
      "freemium": 8,
      "usage": 2,
      "subscription": 6,
      "free": 2
    },
    "free_tier_share": 0.36,
    "top_providers": [
      {
        "agent_id": "datarobot",
        "name": "Agentic AI platform",
        "price": {
          "observed": false,
          "billing": "not_found",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "No public price found",
          "summary": "The pricing page contains dollar-denominated figures but does not provide enough visible context to identify public plans or billing terms."
        },
        "observed": false
      },
      {
        "agent_id": "dust_tt",
        "name": "Dust Tt",
        "price": {
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 27.67,
          "monthly_usd": 31.9,
          "headline": "Free tier, then from $27.67/mo",
          "summary": "Free tier, then from $27.67/mo. Dust offers a free lifetime-credit tier, paid Pro and Max plans priced monthly per seat, and an Enterprise plan with custom pricing."
        },
        "observed": true
      },
      {
        "agent_id": "katonic",
        "name": "ACE Co-pilot",
        "price": {
          "observed": false,
          "billing": "not_found",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "No public price found",
          "summary": "No public price found on the vendor site."
        },
        "observed": false
      },
      {
        "agent_id": "lyzr_ai",
        "name": "Lyzr",
        "price": {
          "observed": true,
          "billing": "usage",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "Paid (price not published)",
          "summary": "Lyzr charges per agent run at $0.08 on its cloud or $0.03 for VPC/on-prem deployments, with LLM costs billed separately."
        },
        "observed": true
      },
      {
        "agent_id": "portkey_ai",
        "name": "Portkey AI",
        "price": {
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 49,
          "monthly_usd": 49,
          "headline": "Free tier, then from $49/mo",
          "summary": "Free tier, then from $49/mo. Portkey offers a free tier for development, a $49/month production plan with usage-based overages, and custom enterprise pricing for high-volume workloads."
        },
        "observed": true
      }
    ],
    "suggested_next_calls": [
      {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "enterprise-ai-platform"
        },
        "purpose": "full observed price distribution + per-tier medians for this niche"
      },
      {
        "tool": "niche_report",
        "arguments": {
          "niche": "enterprise-ai-platform",
          "response_mode": "full"
        },
        "purpose": "the complete report incl. index series and tier decomposition"
      },
      {
        "tool": "suggest_alternatives",
        "arguments": {
          "agent_id": "datarobot"
        },
        "purpose": "comparable (optionally cheaper) providers to a named agent"
      },
      {
        "tool": "get_agent_profile",
        "arguments": {
          "agent_id": "datarobot"
        },
        "purpose": "full profile, integrations and pricing for one provider"
      }
    ]
  }
}