Spend Analysis Agent

{
  "niche": "spend-analysis-agent",
  "parent_sector": "finance-ops",
  "provider_type_pricing": {
    "slug": "spend-analysis-agent",
    "pricing_basis": "lowest_observed_monthly_usd",
    "provider_type_methodology": "commercial-form-v2",
    "provider_type_methodology_published_at": "2026-07-31",
    "blended": {
      "median": 14.5,
      "p25": null,
      "p75": null,
      "providers": 4
    },
    "by_provider_type": {
      "agent": {
        "median": 19,
        "p25": null,
        "p75": null,
        "providers": 3,
        "publishable": true,
        "confidence": "provisional"
      },
      "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": 7,
  "adjacent_niches": [
    "tax-compliance-smb",
    "audit-prep",
    "spend-management-saas",
    "fpa-scenario-modelling",
    "procure-to-pay-agent",
    "vendor-risk-assessment"
  ],
  "market_pulse": {
    "pulse": 52,
    "drivers": [
      "enterprise money present",
      "2 new builders in 30d"
    ],
    "price_move_30d_pct": 0,
    "money_share": 0.5,
    "entry_rate": 0.16666666666666666,
    "alive_share": 1
  },
  "price_move": {
    "d_pct": 0,
    "w_pct": 0,
    "m_pct": 0,
    "comparable_agents": 4,
    "quarantined_agents": 0,
    "confidence": "high",
    "published": {
      "d": false,
      "w": false,
      "m": false
    },
    "held_reason": {
      "d": null,
      "w": null,
      "m": null
    },
    "driver": {
      "d": null,
      "w": null,
      "m": null
    },
    "tier_contribution": {
      "d": {
        "individual": 0,
        "pro": 0,
        "team_sme": 0,
        "enterprise": 0
      },
      "w": {
        "individual": 0,
        "pro": 0,
        "team_sme": 0,
        "enterprise": 0
      },
      "m": {
        "individual": 0,
        "pro": 0,
        "team_sme": 0,
        "enterprise": 0
      }
    },
    "tier_series": {
      "individual": [
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100
      ],
      "pro": [
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100
      ],
      "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
      ],
      "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
      ]
    },
    "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": 3,
      "pro": 2,
      "team_sme": 2,
      "enterprise": 0
    },
    "obs_range": {
      "d": null,
      "w": null,
      "m": null
    },
    "tier_obs_range": {
      "d": {
        "individual": null,
        "pro": null,
        "team_sme": null,
        "enterprise": null
      },
      "w": {
        "individual": null,
        "pro": null,
        "team_sme": null,
        "enterprise": null
      },
      "m": {
        "individual": null,
        "pro": null,
        "team_sme": null,
        "enterprise": null
      }
    }
  },
  "pricing": {
    "sampleSize": 7,
    "observed": 4,
    "byPersona": {
      "free": {
        "n": 1,
        "nPriced": 0,
        "reliability": "none",
        "median": null,
        "p25": null,
        "p75": null,
        "min": null,
        "max": null,
        "mean": null,
        "stdev": null,
        "usageShare": 0
      },
      "individual": {
        "n": 4,
        "nPriced": 3,
        "reliability": "low",
        "median": 10,
        "p25": 10,
        "p75": 14.5,
        "min": 10,
        "max": 19,
        "mean": 13,
        "stdev": 5.2,
        "usageShare": 0.25
      },
      "pro": {
        "n": 5,
        "nPriced": 5,
        "reliability": "medium",
        "median": 50,
        "p25": 49,
        "p75": 60,
        "min": 30,
        "max": 90,
        "mean": 55.8,
        "stdev": 21.98,
        "usageShare": 0
      },
      "team_sme": {
        "n": 2,
        "nPriced": 2,
        "reliability": "low",
        "median": 2094.5,
        "p25": 1146.75,
        "p75": 3042.25,
        "min": 199,
        "max": 3990,
        "mean": 2094.5,
        "stdev": 2680.64,
        "usageShare": 0
      },
      "enterprise": {
        "n": 2,
        "nPriced": 0,
        "reliability": "none",
        "median": null,
        "p25": null,
        "p75": null,
        "min": null,
        "max": null,
        "mean": null,
        "stdev": null,
        "usageShare": 0
      }
    },
    "byPersonaMonthly": {
      "free": {
        "nMonthly": 0,
        "p25": null,
        "median": null,
        "p75": null,
        "confidence": "none",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": false
      },
      "individual": {
        "nMonthly": 2,
        "p25": 12.25,
        "median": 14.5,
        "p75": 16.75,
        "confidence": "low",
        "usageShare": 0.25,
        "mixedBilling": true,
        "monthlyComparable": true
      },
      "pro": {
        "nMonthly": 5,
        "p25": 49,
        "median": 50,
        "p75": 60,
        "confidence": "medium",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": true
      },
      "team_sme": {
        "nMonthly": 2,
        "p25": 1146.75,
        "median": 2094.5,
        "p75": 3042.25,
        "confidence": "low",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": true
      },
      "enterprise": {
        "nMonthly": 0,
        "p25": null,
        "median": null,
        "p75": null,
        "confidence": "none",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": false
      }
    },
    "byTierCohorts": {
      "status": "ok",
      "cohorts": [
        {
          "tier": "individual",
          "currency": "USD",
          "period": "month",
          "unit": "flat",
          "median": 10,
          "provider_count": 3,
          "plan_observation_count": 3,
          "data_confidence": 0.23,
          "data_confidence_basis": {
            "provider_component": 0.25,
            "observation_component": 0.15,
            "provider_count": 3,
            "plan_observation_count": 3
          },
          "reliability": "low",
          "members": [
            {
              "provider": "monitor_agent_costs_financial_",
              "usd": 10
            },
            {
              "provider": "trx_categorization_mcp",
              "usd": 10
            },
            {
              "provider": "keito",
              "usd": 19
            }
          ]
        },
        {
          "tier": "pro",
          "currency": "USD",
          "period": "month",
          "unit": "flat",
          "median": 50,
          "provider_count": 3,
          "plan_observation_count": 5,
          "data_confidence": 0.25,
          "data_confidence_basis": {
            "provider_component": 0.25,
            "observation_component": 0.25,
            "provider_count": 3,
            "plan_observation_count": 5
          },
          "reliability": "low",
          "members": [
            {
              "provider": "keito",
              "usd": 49
            },
            {
              "provider": "spend_analysis_ai_agent_ai_age",
              "usd": 50
            },
            {
              "provider": "monitor_agent_costs_financial_",
              "usd": 60
            }
          ]
        },
        {
          "tier": "team_sme",
          "currency": "USD",
          "period": "month",
          "unit": "flat",
          "median": 2094.5,
          "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": "keito",
              "usd": 199
            },
            {
              "provider": "spend_analysis_ai_agent_ai_age",
              "usd": 3990
            }
          ]
        }
      ],
      "rejected": {
        "ambiguous_cadence": 2,
        "free_or_zero": 1
      },
      "evidence": {
        "status": "ok",
        "single_observations": [],
        "observed_offers": [
          {
            "billing": "monthly",
            "unit": "flat",
            "count": 10,
            "offers": [
              {
                "provider": "keito",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$19 /mo",
                "monthly_usd": 19
              },
              {
                "provider": "keito",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$49 /mo",
                "monthly_usd": 49
              },
              {
                "provider": "keito",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$199 /mo",
                "monthly_usd": 199
              },
              {
                "provider": "monitor_agent_costs_financial_",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$10/mo",
                "monthly_usd": 10
              },
              {
                "provider": "monitor_agent_costs_financial_",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$30/mo",
                "monthly_usd": 30
              },
              {
                "provider": "monitor_agent_costs_financial_",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$60/mo",
                "monthly_usd": 60
              },
              {
                "provider": "monitor_agent_costs_financial_",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$90/mo",
                "monthly_usd": 90
              },
              {
                "provider": "spend_analysis_ai_agent_ai_age",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$50/month",
                "monthly_usd": 50
              },
              {
                "provider": "spend_analysis_ai_agent_ai_age",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$3990/month",
                "monthly_usd": 3990
              },
              {
                "provider": "trx_categorization_mcp",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$10/mo",
                "monthly_usd": 10
              }
            ]
          },
          {
            "billing": "unspecified_period",
            "unit": "flat",
            "count": 2,
            "offers": [
              {
                "provider": "spend_analysis_ai_agent_ai_age",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "trx_categorization_mcp",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              }
            ]
          }
        ],
        "coverage": {
          "priced_providers": 4,
          "normalized_observations": 10,
          "comparable_providers": 4,
          "strict_cohorts": 3,
          "exclusion_reasons": {
            "ambiguous_cadence": 2,
            "free_or_zero": 1
          }
        }
      }
    },
    "billingMix": {
      "freemium": 2,
      "subscription": 2
    },
    "freeTierShare": 0.5,
    "medianLowestUsd": 14.5
  },
  "movement": null,
  "index_series": {
    "series": [
      {
        "day": "2026-07-20",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-21",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-22",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-23",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-24",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-25",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-26",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-27",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-28",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-29",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-30",
        "index": 100,
        "pairs": 5,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-31",
        "index": 100,
        "pairs": 5,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-01",
        "index": 100,
        "pairs": 5,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-02",
        "index": 100,
        "pairs": 6,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-03",
        "index": 100,
        "pairs": 6,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-04",
        "index": 100,
        "pairs": 6,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-05",
        "index": 100,
        "pairs": 6,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-06",
        "index": 100,
        "pairs": 6,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-07",
        "index": 100,
        "pairs": 6,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-08",
        "index": 100,
        "pairs": 6,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-09",
        "index": 100,
        "pairs": 6,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-10",
        "index": 100,
        "pairs": 6,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-11",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-12",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-13",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-14",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-15",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-16",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-17",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-18",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      }
    ],
    "latest": 100,
    "day_change_pct": 0,
    "methodology": "Chained daily price index, base 100 on the first priced scan day (29 Jun 2026). The overall index is the COMPOSITE of the four buyer-tier indices (individual / pro / team&sme / enterprise): each day it moves by the equal-weighted average of the tiers' moves. Each tier index is like-for-like — only agents priced on both consecutive scan days (per-agent ratios, geometric mean, clipped to [0.2, 5]) — so composition changes (agents revealing or hiding prices) can never move it."
  },
  "top_agents": [
    {
      "agent_id": "monitor_agent_costs_financial_",
      "name": "Monitor Agent Costs Financial",
      "url": "https://item.com/ai-factory-and-marketplace/agents-ai-agents-agent-cost-tracking",
      "short_summary": "Tracks and analyzes operational expenditures for AI agents to ensure budget compliance and optimize resource allocation",
      "price": {
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 10,
        "monthly_usd": 10,
        "headline": "From $10/mo",
        "summary": "From $10/mo. The pricing page visibly lists four monthly subscription prices ranging from $10/mo to $90/mo, but plan names and additional pricing details are not shown in the captured context."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "spend_analysis_ai_agent_ai_age",
      "name": "Spend Analysis Ai Agent Ai Age",
      "url": "https://beam.ai/agents/spend-analysis-agent",
      "short_summary": "extracts spend data from AP and procurement systems, categorizes it using AI-powered taxonomy mapping, and identifies cost-saving opportunities",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 50,
        "monthly_usd": 50,
        "headline": "Free tier, then from $50/mo",
        "summary": "Free tier, then from $50/mo. Beam AI offers a free plan, a $50/month Pro plan, a $3990/month Scale Plan, and custom pricing for tailored enterprise deployments."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "trx_categorization_mcp",
      "name": "SeizeData DaZoom",
      "url": "https://smithery.ai/server/seizedata/trx-categorization-mcp",
      "short_summary": "Categorize bank and card transactions automatically to streamline expense tracking. Reveal spending patterns and merchants with clear categories and summaries.…",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 10,
        "monthly_usd": 10,
        "headline": "Free tier, then from $10/mo",
        "summary": "Free tier, then from $10/mo. Smithery offers a free Hobby plan, a $10/month Pay as you Go plan with usage-based overages, and custom enterprise pricing."
      },
      "evidence_quality": "low",
      "upvotes": 0
    },
    {
      "agent_id": "keito",
      "name": "Keito",
      "url": "https://keito.ai/solutions/ai-agent-cost-tracking/ai-pair-programming-cost-tracking/",
      "short_summary": "Tracks AI coding assistant and agent costs by client and project, combining token, subscription, compute, and human-time data for reviewable billing summaries…",
      "price": {
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 19,
        "monthly_usd": 19,
        "headline": "From $19/mo",
        "summary": "From $19/mo. Keito offers three paid monthly plans from $19/month for one human owner with unlimited AI agents to $199/month for advanced operations and integrations."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    },
    {
      "agent_id": "nable",
      "name": "Nable",
      "url": "https://github.com/chaandannn/finopsmcp",
      "short_summary": "Open-source, local-first FinOps MCP server for Claude and Cursor. Analyzes AWS, Azure, GCP, Kubernetes, SaaS, and AI spending using real rates, identifies savi…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No reliable public pricing for finopsmcp is shown in the supplied context."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    },
    {
      "agent_id": "vendor_cost_compliance",
      "name": "Vendor Cost Compliance",
      "url": "https://covasant.com/products/vendor-cost-compliance",
      "short_summary": "AI-powered procurement compliance software that compares vendor invoice lines with contracted terms, detects overbilling and billing anomalies, and supports re…",
      "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": "unclear",
      "upvotes": 0
    },
    {
      "agent_id": "zylo_mcp_server",
      "name": "Zylo",
      "url": "https://zylo.com/blog/zylo-mcp-server",
      "short_summary": "An MCP server that connects Zylo’s SaaS management data to ChatGPT, Claude, Gemini, and other compatible AI clients for software optimization, governance, rene…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public SaaS pricing was observed in the supplied Zylo content."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    }
  ],
  "platforms_also_here": [],
  "page_url": "https://agentery.com/market/spend-analysis-agent",
  "summary": {
    "niche": "spend-analysis-agent",
    "sector": "finance-ops",
    "pricing_by_provider_type": {
      "headline": "Prices differ by provider type and buyer tier — no blended headline is used. Strongest cohort: Agents · Pro median $50/mo (3 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": 3,
          "reliability": "low",
          "median": 50,
          "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": 2,
          "reliability": "low",
          "median": null,
          "p25": null,
          "p75": null,
          "status": "observed_offers_only",
          "observed_offers": [
            10,
            19
          ]
        },
        {
          "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": 2,
          "reliability": "low",
          "median": null,
          "p25": null,
          "p75": null,
          "status": "observed_offers_only",
          "observed_offers": [
            199,
            3990
          ]
        }
      ],
      "warnings": [
        "This niche currently has sufficient agent pricing but insufficient MCP pricing."
      ],
      "full_pricing_via": {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "spend-analysis-agent"
        },
        "note": "add provider_type + buyer_tier for a specific cohort"
      }
    },
    "page_url": "https://agentery.com/market/spend-analysis-agent",
    "counts": {
      "listings_with_price_capture": 7,
      "listings_with_observed_public_price": 4,
      "providers_with_numeric_monthly_price_latest_scan": null,
      "like_for_like_comparable_pairs": null
    },
    "movement": {
      "d": {
        "published": false,
        "value_pct": null,
        "held_reason": null
      },
      "w": {
        "published": false,
        "value_pct": null,
        "held_reason": null
      },
      "m": {
        "published": false,
        "value_pct": null,
        "held_reason": null
      }
    },
    "pricing_version": "cohorts-1",
    "pricing_status": "ok",
    "pricing_by_tier": [
      {
        "tier": "individual",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 10,
        "provider_count": 3,
        "plan_observation_count": 3,
        "data_confidence": 0.23,
        "data_confidence_basis": {
          "provider_component": 0.25,
          "observation_component": 0.15,
          "provider_count": 3,
          "plan_observation_count": 3
        },
        "reliability": "low",
        "members": [
          {
            "provider": "monitor_agent_costs_financial_",
            "usd": 10
          },
          {
            "provider": "trx_categorization_mcp",
            "usd": 10
          },
          {
            "provider": "keito",
            "usd": 19
          }
        ]
      },
      {
        "tier": "pro",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 50,
        "provider_count": 3,
        "plan_observation_count": 5,
        "data_confidence": 0.25,
        "data_confidence_basis": {
          "provider_component": 0.25,
          "observation_component": 0.25,
          "provider_count": 3,
          "plan_observation_count": 5
        },
        "reliability": "low",
        "members": [
          {
            "provider": "keito",
            "usd": 49
          },
          {
            "provider": "spend_analysis_ai_agent_ai_age",
            "usd": 50
          },
          {
            "provider": "monitor_agent_costs_financial_",
            "usd": 60
          }
        ]
      },
      {
        "tier": "team_sme",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 2094.5,
        "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": "keito",
            "usd": 199
          },
          {
            "provider": "spend_analysis_ai_agent_ai_age",
            "usd": 3990
          }
        ]
      }
    ],
    "pricing_coverage": {
      "listings_with_price_capture": 7,
      "listings_with_observed_public_price": 4,
      "normalized_observations": 10,
      "comparable_providers": 4,
      "strict_cohorts": 3,
      "exclusion_reasons": {
        "ambiguous_cadence": 2,
        "free_or_zero": 1
      }
    },
    "pricing_note": "Provider-deduped, FX-normalized monthly medians, separated by buyer tier AND billing unit (flat/per_seat/per_user/per_agent) — incompatible units are never blended. Ranges (p25/p75) only at >=5 providers; data_confidence is provider-count-weighted. Usage-metered, promo, range, one-time and ambiguous-cadence plans are excluded.",
    "pricing_excluded_observations": {
      "ambiguous_cadence": 2,
      "free_or_zero": 1
    },
    "billing_mix": {
      "freemium": 2,
      "subscription": 2
    },
    "free_tier_share": 0.5,
    "top_providers": [
      {
        "agent_id": "monitor_agent_costs_financial_",
        "name": "Monitor Agent Costs Financial",
        "price": {
          "observed": true,
          "billing": "subscription",
          "lowest_monthly_usd": 10,
          "monthly_usd": 10,
          "headline": "From $10/mo",
          "summary": "From $10/mo. The pricing page visibly lists four monthly subscription prices ranging from $10/mo to $90/mo, but plan names and additional pricing details are not shown in the captured context."
        },
        "observed": true
      },
      {
        "agent_id": "spend_analysis_ai_agent_ai_age",
        "name": "Spend Analysis Ai Agent Ai Age",
        "price": {
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 50,
          "monthly_usd": 50,
          "headline": "Free tier, then from $50/mo",
          "summary": "Free tier, then from $50/mo. Beam AI offers a free plan, a $50/month Pro plan, a $3990/month Scale Plan, and custom pricing for tailored enterprise deployments."
        },
        "observed": true
      },
      {
        "agent_id": "trx_categorization_mcp",
        "name": "SeizeData DaZoom",
        "price": {
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 10,
          "monthly_usd": 10,
          "headline": "Free tier, then from $10/mo",
          "summary": "Free tier, then from $10/mo. Smithery offers a free Hobby plan, a $10/month Pay as you Go plan with usage-based overages, and custom enterprise pricing."
        },
        "observed": true
      },
      {
        "agent_id": "keito",
        "name": "Keito",
        "price": {
          "observed": true,
          "billing": "subscription",
          "lowest_monthly_usd": 19,
          "monthly_usd": 19,
          "headline": "From $19/mo",
          "summary": "From $19/mo. Keito offers three paid monthly plans from $19/month for one human owner with unlimited AI agents to $199/month for advanced operations and integrations."
        },
        "observed": true
      },
      {
        "agent_id": "nable",
        "name": "Nable",
        "price": {
          "observed": false,
          "billing": "not_found",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "No public price found",
          "summary": "No reliable public pricing for finopsmcp is shown in the supplied context."
        },
        "observed": false
      }
    ],
    "suggested_next_calls": [
      {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "spend-analysis-agent"
        },
        "purpose": "full observed price distribution + per-tier medians for this niche"
      },
      {
        "tool": "niche_report",
        "arguments": {
          "niche": "spend-analysis-agent",
          "response_mode": "full"
        },
        "purpose": "the complete report incl. index series and tier decomposition"
      },
      {
        "tool": "suggest_alternatives",
        "arguments": {
          "agent_id": "monitor_agent_costs_financial_"
        },
        "purpose": "comparable (optionally cheaper) providers to a named agent"
      },
      {
        "tool": "get_agent_profile",
        "arguments": {
          "agent_id": "monitor_agent_costs_financial_"
        },
        "purpose": "full profile, integrations and pricing for one provider"
      }
    ]
  }
}