Expense Report Processing

{
  "niche": "expense-report-processing",
  "parent_sector": "finance-ops",
  "provider_type_pricing": {
    "slug": "expense-report-processing",
    "pricing_basis": "lowest_observed_monthly_usd",
    "provider_type_methodology": "commercial-form-v2",
    "provider_type_methodology_published_at": "2026-07-31",
    "blended": {
      "median": 35,
      "p25": null,
      "p75": null,
      "providers": 7
    },
    "by_provider_type": {
      "agent": {
        "median": 37,
        "p25": null,
        "p75": null,
        "providers": 6,
        "publishable": true,
        "confidence": "moderate"
      },
      "mcp": {
        "median": null,
        "p25": null,
        "p75": null,
        "providers": 1,
        "publishable": false,
        "confidence": "insufficient",
        "reason": "Fewer than three comparable priced MCP servers are available."
      }
    },
    "recommended_cohort": null,
    "recommendation_reason": "Choose the cohort according to the commercial delivery type being assessed.",
    "fallback_context": null,
    "context_note": null
  },
  "crowding_level": "emerging",
  "observed_node_count": 3,
  "adjacent_niches": [
    "tax-compliance-smb",
    "audit-prep",
    "spend-management-saas",
    "fpa-scenario-modelling",
    "procure-to-pay-agent",
    "vendor-risk-assessment"
  ],
  "market_pulse": {
    "pulse": 58,
    "drivers": [
      "enterprise money present",
      "2 new builders in 30d"
    ],
    "price_move_30d_pct": 6.5,
    "money_share": 0.625,
    "entry_rate": 0.1,
    "alive_share": 1
  },
  "price_move": {
    "d_pct": 0,
    "w_pct": 0,
    "m_pct": 0,
    "comparable_agents": 6,
    "quarantined_agents": 1,
    "confidence": "high",
    "published": {
      "d": false,
      "w": false,
      "m": false
    },
    "held_reason": {
      "d": null,
      "w": null,
      "m": null
    },
    "driver": {
      "d": null,
      "w": null,
      "m": null
    },
    "tier_contribution": {
      "d": {
        "individual": 0,
        "pro": 0,
        "team_sme": 0,
        "enterprise": 0
      },
      "w": {
        "individual": 0,
        "pro": 0,
        "team_sme": 0,
        "enterprise": 0
      },
      "m": {
        "individual": 0,
        "pro": 0,
        "team_sme": 0,
        "enterprise": 0
      }
    },
    "tier_series": {
      "individual": [
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100
      ],
      "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
      ],
      "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
      ],
      "enterprise": [
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100
      ]
    },
    "tier_own_move": {
      "d": {
        "individual": 0,
        "pro": 0,
        "team_sme": 0,
        "enterprise": 0
      },
      "w": {
        "individual": 0,
        "pro": 0,
        "team_sme": 0,
        "enterprise": 0
      },
      "m": {
        "individual": 0,
        "pro": 0,
        "team_sme": 0,
        "enterprise": 0
      }
    },
    "tier_agents": {
      "individual": 3,
      "pro": 4,
      "team_sme": 3,
      "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": 15,
    "observed": 8,
    "byPersona": {
      "free": {
        "n": 3,
        "nPriced": 1,
        "reliability": "none",
        "median": 30,
        "p25": 30,
        "p75": 30,
        "min": 30,
        "max": 30,
        "mean": 30,
        "stdev": 0,
        "usageShare": 0
      },
      "individual": {
        "n": 7,
        "nPriced": 7,
        "reliability": "medium",
        "median": 0.25,
        "p25": 0.2,
        "p75": 9.5,
        "min": 0.12,
        "max": 41.17,
        "mean": 8.71,
        "stdev": 14.98,
        "usageShare": 0.57
      },
      "pro": {
        "n": 4,
        "nPriced": 4,
        "reliability": "low",
        "median": 37,
        "p25": 28.75,
        "p75": 41.75,
        "min": 10,
        "max": 50,
        "mean": 33.5,
        "stdev": 16.9,
        "usageShare": 0
      },
      "team_sme": {
        "n": 4,
        "nPriced": 4,
        "reliability": "low",
        "median": 529.46,
        "p25": 49.69,
        "p75": 1746.75,
        "min": 19,
        "max": 3990,
        "mean": 1266.98,
        "stdev": 1870.93,
        "usageShare": 0
      },
      "enterprise": {
        "n": 6,
        "nPriced": 0,
        "reliability": "none",
        "median": null,
        "p25": null,
        "p75": null,
        "min": null,
        "max": null,
        "mean": null,
        "stdev": null,
        "usageShare": 0
      }
    },
    "byPersonaMonthly": {
      "free": {
        "nMonthly": 1,
        "p25": null,
        "median": null,
        "p75": null,
        "confidence": "none",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": false
      },
      "individual": {
        "nMonthly": 3,
        "p25": 9.5,
        "median": 10,
        "p75": 25.59,
        "confidence": "low",
        "usageShare": 0.57,
        "mixedBilling": true,
        "monthlyComparable": true
      },
      "pro": {
        "nMonthly": 4,
        "p25": 28.75,
        "median": 37,
        "p75": 41.75,
        "confidence": "low",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": true
      },
      "team_sme": {
        "nMonthly": 4,
        "p25": 49.69,
        "median": 529.46,
        "p75": 1746.75,
        "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": "pro",
          "currency": "USD",
          "period": "month",
          "unit": "flat",
          "median": 39,
          "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": "ai_expense_tracking_assistant_",
              "usd": 35
            },
            {
              "provider": "brex_aipowered_financial_assis",
              "usd": 39
            },
            {
              "provider": "expense_claim_verification_ai_",
              "usd": 50
            }
          ]
        },
        {
          "tier": "team_sme",
          "currency": "USD",
          "period": "month",
          "unit": "flat",
          "median": 999,
          "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": "ai_cards_agent",
              "usd": 719
            },
            {
              "provider": "brex_aipowered_financial_assis",
              "usd": 999
            },
            {
              "provider": "expense_claim_verification_ai_",
              "usd": 3990
            }
          ]
        }
      ],
      "rejected": {
        "ambiguous_cadence": 6,
        "usage_not_monthly": 4
      },
      "evidence": {
        "status": "ok",
        "single_observations": [],
        "observed_offers": [
          {
            "billing": "monthly",
            "unit": "flat",
            "count": 7,
            "offers": [
              {
                "provider": "ai_cards_agent",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$494 /Monthly* (Billed Annually)",
                "monthly_usd": 494
              },
              {
                "provider": "ai_cards_agent",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$719 /Monthly* (Billed Annually)",
                "monthly_usd": 719
              },
              {
                "provider": "ai_expense_tracking_assistant_",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$35/mo",
                "monthly_usd": 35
              },
              {
                "provider": "brex_aipowered_financial_assis",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$39 /month",
                "monthly_usd": 39
              },
              {
                "provider": "brex_aipowered_financial_assis",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$999/month",
                "monthly_usd": 999
              },
              {
                "provider": "expense_claim_verification_ai_",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$50/month",
                "monthly_usd": 50
              },
              {
                "provider": "expense_claim_verification_ai_",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$3990/month",
                "monthly_usd": 3990
              }
            ]
          },
          {
            "billing": "monthly",
            "unit": "per_seat",
            "count": 1,
            "offers": [
              {
                "provider": "expensebot",
                "tier": "individual",
                "billing": "monthly",
                "unit": "per_seat",
                "price": "$10/seat/month USD",
                "monthly_usd": 10
              }
            ]
          },
          {
            "billing": "monthly",
            "unit": "per_user",
            "count": 3,
            "offers": [
              {
                "provider": "clickup_receipt_organizer",
                "tier": "pro",
                "billing": "monthly",
                "unit": "per_user",
                "price": "$10 per user/month",
                "monthly_usd": 10
              },
              {
                "provider": "clickup_receipt_organizer",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "per_user",
                "price": "$19 per user/month",
                "monthly_usd": 19
              },
              {
                "provider": "clickup_receipt_organizer",
                "tier": "individual",
                "billing": "monthly",
                "unit": "per_user",
                "price": "$9 per user/month",
                "monthly_usd": 9
              }
            ]
          },
          {
            "billing": "usage",
            "unit": "other_usage",
            "count": 4,
            "offers": [
              {
                "provider": "expense_management_ai_agent",
                "tier": "individual",
                "billing": "usage",
                "unit": "other_usage",
                "price": "€0.25 per transaction",
                "monthly_usd": null
              },
              {
                "provider": "expense_management_ai_agent",
                "tier": "individual",
                "billing": "usage",
                "unit": "other_usage",
                "price": "€0.20 per transaction",
                "monthly_usd": null
              },
              {
                "provider": "expense_management_ai_agent",
                "tier": "individual",
                "billing": "usage",
                "unit": "other_usage",
                "price": "€0.20 per transaction",
                "monthly_usd": null
              },
              {
                "provider": "expense_management_ai_agent",
                "tier": "individual",
                "billing": "usage",
                "unit": "other_usage",
                "price": "€0.12 per transaction",
                "monthly_usd": null
              }
            ]
          },
          {
            "billing": "unspecified_period",
            "unit": "flat",
            "count": 6,
            "offers": [
              {
                "provider": "ai_cards_agent",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom Pricing*",
                "monthly_usd": null
              },
              {
                "provider": "brex_aipowered_financial_assis",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "brex_aipowered_financial_assis",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "clickup_receipt_organizer",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact sales",
                "monthly_usd": null
              },
              {
                "provider": "expense_claim_verification_ai_",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "receipt_validation_ai_agent",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact Sales",
                "monthly_usd": null
              }
            ]
          }
        ],
        "coverage": {
          "priced_providers": 8,
          "normalized_observations": 11,
          "comparable_providers": 6,
          "strict_cohorts": 2,
          "exclusion_reasons": {
            "ambiguous_cadence": 6,
            "usage_not_monthly": 4
          }
        }
      }
    },
    "billingMix": {
      "freemium": 4,
      "contact_sales": 1,
      "usage": 1,
      "subscription": 2
    },
    "freeTierShare": 0.5,
    "medianLowestUsd": 35
  },
  "movement": {
    "niche": "expense-report-processing",
    "sector": "finance-ops",
    "pricedNow": 7,
    "pairs": 5,
    "repriced": [],
    "newlyPriced": [
      "expensebot"
    ],
    "droppedFromPriced": [],
    "likeForLikePct": 0,
    "kind": "composition",
    "narrative": "Composition change (average moved, but no agent changed its price): 1 newly published pricing."
  },
  "index_series": {
    "series": [
      {
        "day": "2026-07-19",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-20",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-21",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-22",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-23",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-24",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-25",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-26",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-27",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-28",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-29",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-30",
        "index": 100,
        "pairs": 8,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-31",
        "index": 100,
        "pairs": 10,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-01",
        "index": 100,
        "pairs": 10,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-02",
        "index": 100,
        "pairs": 10,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-03",
        "index": 100,
        "pairs": 10,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-04",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-05",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-06",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-07",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-08",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-09",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-10",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-11",
        "index": 100,
        "pairs": 10,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-12",
        "index": 100,
        "pairs": 10,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-13",
        "index": 100,
        "pairs": 10,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-14",
        "index": 100,
        "pairs": 10,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-15",
        "index": 100,
        "pairs": 10,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-16",
        "index": 100,
        "pairs": 10,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-17",
        "index": 100,
        "pairs": 10,
        "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": "beleg_bot",
      "name": "beleg.bot",
      "url": "https://beleg.bot/mcp",
      "short_summary": "manages business receipts, companies, projects, and participants for hospitality expenses",
      "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": "brex_aipowered_financial_assis",
      "name": "Brex Aipowered Financial Assis",
      "url": "https://zenml.io/llmops-database/ai-powered-financial-assistant-for-automated-expense-management",
      "short_summary": "automates expense management workflows by processing expenses, generating compliant documentation, and providing real-time policy guidance",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 39,
        "monthly_usd": 39,
        "headline": "Free tier, then from $39/mo",
        "summary": "Free tier, then from $39/mo. ZenML offers free open-source tiers, Kitaru Cloud at $39/month, ZenML Scale at $999/month, and custom enterprise plans."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "clickup_receipt_organizer",
      "name": "Receipt Organizer AI Agent",
      "url": "https://clickup.com/brain/agents/templates/listings/receipt-organizer",
      "short_summary": "Reads uploaded receipt images/PDFs, extracts vendor, date, line items, tax, and total, assigns spending categories, and creates structured ClickUp task entries…",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 9,
        "monthly_usd": 9,
        "headline": "Free tier, then from $9/mo",
        "summary": "Free tier, then from $9/mo. ClickUp offers a free plan, paid per-user monthly plans starting at $10, a $9-per-user/month Brain AI option, and custom-priced Enterprise plans."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "expense_reimbursement_agent",
      "name": "Expense Reimbursement Agent",
      "url": "https://help.hcl-software.com/UnO/v2.1.3/UnO%20Agentic%20AI%20Builder/agentic_ai_builder_ExpenseReimbursement_Agent.html",
      "short_summary": "Automates end-to-end employee expense claim verification by extracting data from digital receipts, validating claims against company policy, and summarizing re…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public subscription or usage pricing was observed in the supplied documentation pages."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "ai_expense_tracking_assistant_",
      "name": "AI Expense Tracking Assistant",
      "url": "https://runtheagent.com/use-cases/expense-tracking",
      "short_summary": "tracks and categorizes expenses, monitors subscriptions, and prepares expense reports from messages and receipt photos",
      "price": {
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 35,
        "monthly_usd": 35,
        "headline": "From $35/mo",
        "summary": "From $35/mo. RunTheAgent offers a single subscription plan at $35/month with AI credits, multiple AI models, and multi-channel integration."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "beyond_inefficient_audits_revo",
      "name": "Beyond Inefficient Audits Revo",
      "url": "https://appzen.com/resources/proactive-expense-audit",
      "short_summary": "audits 100% of expense reports in real time before reimbursement, categorizes risk, makes autonomous decisions on compliant submissions, and routes exceptions…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public plan pricing is shown in the supplied AppZen homepage or pricing-page content."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "expense_claim_verification_ai_",
      "name": "Expense Claim Verification AI",
      "url": "https://beam.ai/skills/expense-claim-verification",
      "short_summary": "validates expense claims against company policies for accuracy, completeness, and compliance",
      "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 Pro plan at $50/month, a Scale plan at $3990/month, and a custom-priced enterprise option."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "expense_management_ai_agent",
      "name": "Expense Management AI Agent",
      "url": "https://hypatos.ai/solutions/agents/expense-management",
      "short_summary": "Automates travel and expense management from receipt capture to audit-ready reports, including policy checks, approvals, and fraud detection",
      "price": {
        "observed": true,
        "billing": "usage",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Paid (price not published)",
        "summary": "Hypatos publicly lists outcome-based AI agent pricing starting at €0.12 per completed transaction for expense management, with volume discounts available."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "expensebot",
      "name": "Expensebot",
      "url": "https://www.expensebot.ai/mcp",
      "short_summary": "Manage expenses, scan Gmail for receipts, create reviewed reports, and prepare accounting handoffs through a secure OAuth MCP server.",
      "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. ExpenseBot offers a $10-per-seat monthly subscription or $100 per seat annually, while accountant and bookkeeper client-management features are free forever."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "navan_launches_new_ai_agent_to",
      "name": "Navan Launches New Ai Agent To",
      "url": "https://investors.navan.com/news-releases/news-release-details/navan-launches-new-ai-agent-eliminate-manual-expense-reports",
      "short_summary": "Automates submission of out-of-pocket expense reports by extracting receipt data, auto-coding transactions, and submitting expenses on the user's behalf",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public pricing information was found in the supplied Navan press-release content."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    }
  ],
  "platforms_also_here": [
    {
      "agent_id": "dubbl",
      "name": "Dubbl",
      "url": "https://dubbl.dev",
      "short_summary": "Open-source accounting and ERP platform with MCP protocol support for AI agents. Offers double-entry bookkeeping, invoicing, inventory, payroll, projects, and…",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 12,
        "monthly_usd": 12,
        "headline": "Free tier, then from $12/mo",
        "summary": "Free tier, then from $12/mo. Dubbl offers a forever-free bookkeeping plan, a Pro plan at $12 per seat monthly or $10 per seat monthly billed yearly, plus separately priced storage add-ons."
      },
      "home_niche": "erp-automation",
      "also_covers": true,
      "upvotes": 0
    }
  ],
  "page_url": "https://agentery.com/market/expense-report-processing",
  "summary": {
    "niche": "expense-report-processing",
    "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 $39/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": 39,
          "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": 999,
          "p25": null,
          "p75": null,
          "status": "median_only"
        }
      ],
      "warnings": [
        "This niche currently has sufficient agent pricing but insufficient MCP pricing."
      ],
      "full_pricing_via": {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "expense-report-processing"
        },
        "note": "add provider_type + buyer_tier for a specific cohort"
      }
    },
    "page_url": "https://agentery.com/market/expense-report-processing",
    "counts": {
      "listings_with_price_capture": 15,
      "listings_with_observed_public_price": 8,
      "providers_with_numeric_monthly_price_latest_scan": 7,
      "like_for_like_comparable_pairs": 5
    },
    "movement": {
      "d": {
        "published": false,
        "value_pct": null,
        "held_reason": null
      },
      "w": {
        "published": false,
        "value_pct": null,
        "held_reason": null
      },
      "m": {
        "published": false,
        "value_pct": null,
        "held_reason": null
      }
    },
    "pricing_version": "cohorts-1",
    "pricing_status": "ok",
    "pricing_by_tier": [
      {
        "tier": "pro",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 39,
        "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": "ai_expense_tracking_assistant_",
            "usd": 35
          },
          {
            "provider": "brex_aipowered_financial_assis",
            "usd": 39
          },
          {
            "provider": "expense_claim_verification_ai_",
            "usd": 50
          }
        ]
      },
      {
        "tier": "team_sme",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 999,
        "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": "ai_cards_agent",
            "usd": 719
          },
          {
            "provider": "brex_aipowered_financial_assis",
            "usd": 999
          },
          {
            "provider": "expense_claim_verification_ai_",
            "usd": 3990
          }
        ]
      }
    ],
    "pricing_coverage": {
      "listings_with_price_capture": 15,
      "listings_with_observed_public_price": 8,
      "normalized_observations": 11,
      "comparable_providers": 6,
      "strict_cohorts": 2,
      "exclusion_reasons": {
        "ambiguous_cadence": 6,
        "usage_not_monthly": 4
      }
    },
    "pricing_note": "Provider-deduped, FX-normalized monthly medians, separated by buyer tier AND billing unit (flat/per_seat/per_user/per_agent) — incompatible units are never blended. Ranges (p25/p75) only at >=5 providers; data_confidence is provider-count-weighted. Usage-metered, promo, range, one-time and ambiguous-cadence plans are excluded.",
    "pricing_excluded_observations": {
      "ambiguous_cadence": 6,
      "usage_not_monthly": 4
    },
    "billing_mix": {
      "freemium": 4,
      "contact_sales": 1,
      "usage": 1,
      "subscription": 2
    },
    "free_tier_share": 0.5,
    "top_providers": [
      {
        "agent_id": "beleg_bot",
        "name": "beleg.bot",
        "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": "brex_aipowered_financial_assis",
        "name": "Brex Aipowered Financial Assis",
        "price": {
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 39,
          "monthly_usd": 39,
          "headline": "Free tier, then from $39/mo",
          "summary": "Free tier, then from $39/mo. ZenML offers free open-source tiers, Kitaru Cloud at $39/month, ZenML Scale at $999/month, and custom enterprise plans."
        },
        "observed": true
      },
      {
        "agent_id": "clickup_receipt_organizer",
        "name": "Receipt Organizer AI Agent",
        "price": {
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 9,
          "monthly_usd": 9,
          "headline": "Free tier, then from $9/mo",
          "summary": "Free tier, then from $9/mo. ClickUp offers a free plan, paid per-user monthly plans starting at $10, a $9-per-user/month Brain AI option, and custom-priced Enterprise plans."
        },
        "observed": true
      },
      {
        "agent_id": "expense_reimbursement_agent",
        "name": "Expense Reimbursement Agent",
        "price": {
          "observed": false,
          "billing": "not_found",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "No public price found",
          "summary": "No public subscription or usage pricing was observed in the supplied documentation pages."
        },
        "observed": false
      },
      {
        "agent_id": "ai_expense_tracking_assistant_",
        "name": "AI Expense Tracking Assistant",
        "price": {
          "observed": true,
          "billing": "subscription",
          "lowest_monthly_usd": 35,
          "monthly_usd": 35,
          "headline": "From $35/mo",
          "summary": "From $35/mo. RunTheAgent offers a single subscription plan at $35/month with AI credits, multiple AI models, and multi-channel integration."
        },
        "observed": true
      }
    ],
    "suggested_next_calls": [
      {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "expense-report-processing"
        },
        "purpose": "full observed price distribution + per-tier medians for this niche"
      },
      {
        "tool": "niche_report",
        "arguments": {
          "niche": "expense-report-processing",
          "response_mode": "full"
        },
        "purpose": "the complete report incl. index series and tier decomposition"
      },
      {
        "tool": "suggest_alternatives",
        "arguments": {
          "agent_id": "beleg_bot"
        },
        "purpose": "comparable (optionally cheaper) providers to a named agent"
      },
      {
        "tool": "get_agent_profile",
        "arguments": {
          "agent_id": "beleg_bot"
        },
        "purpose": "full profile, integrations and pricing for one provider"
      }
    ]
  }
}