ERP Automation

{
  "niche": "erp-automation",
  "parent_sector": "finance-ops",
  "provider_type_pricing": {
    "slug": "erp-automation",
    "pricing_basis": "lowest_observed_monthly_usd",
    "provider_type_methodology": "commercial-form-v2",
    "provider_type_methodology_published_at": "2026-07-31",
    "blended": {
      "median": 24.36,
      "p25": null,
      "p75": null,
      "providers": 8
    },
    "by_provider_type": {
      "agent": {
        "median": 38.86,
        "p25": null,
        "p75": null,
        "providers": 4,
        "publishable": true,
        "confidence": "provisional"
      },
      "mcp": {
        "median": 15.19,
        "p25": null,
        "p75": null,
        "providers": 4,
        "publishable": true,
        "confidence": "provisional"
      }
    },
    "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": 61,
    "drivers": [
      "enterprise money present",
      "25 new builders in 30d"
    ],
    "price_move_30d_pct": 23.3,
    "money_share": 0.3333333333333333,
    "entry_rate": 0.5555555555555556,
    "alive_share": 0.975
  },
  "price_move": {
    "d_pct": 0,
    "w_pct": 0,
    "m_pct": 0,
    "comparable_agents": 9,
    "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
      ],
      "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,
        100.004,
        100.004,
        100.004,
        100.004
      ],
      "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,
        100.001,
        100.001,
        100.001,
        100.001
      ],
      "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": 0,
        "team_sme": 0,
        "enterprise": 0
      }
    },
    "tier_agents": {
      "individual": 3,
      "pro": 7,
      "team_sme": 5,
      "enterprise": 0
    },
    "obs_range": {
      "d": null,
      "w": {
        "min": 14,
        "max": 14,
        "days": 1
      },
      "m": {
        "min": 14,
        "max": 14,
        "days": 1
      }
    },
    "tier_obs_range": {
      "d": {
        "individual": null,
        "pro": null,
        "team_sme": null,
        "enterprise": null
      },
      "w": {
        "individual": null,
        "pro": {
          "min": 6,
          "max": 6,
          "days": 1
        },
        "team_sme": {
          "min": 5,
          "max": 5,
          "days": 1
        },
        "enterprise": null
      },
      "m": {
        "individual": null,
        "pro": {
          "min": 6,
          "max": 6,
          "days": 1
        },
        "team_sme": {
          "min": 5,
          "max": 5,
          "days": 1
        },
        "enterprise": null
      }
    }
  },
  "pricing": {
    "sampleSize": 40,
    "observed": 12,
    "byPersona": {
      "free": {
        "n": 8,
        "nPriced": 0,
        "reliability": "none",
        "median": null,
        "p25": null,
        "p75": null,
        "min": null,
        "max": null,
        "usageShare": 0
      },
      "individual": {
        "n": 10,
        "nPriced": 9,
        "reliability": "medium",
        "median": 1,
        "p25": 0.05,
        "p75": 5.8,
        "min": 0.01,
        "max": 49,
        "usageShare": 0.4
      },
      "pro": {
        "n": 12,
        "nPriced": 12,
        "reliability": "high",
        "median": 18.34,
        "p25": 11.5,
        "p75": 31.1,
        "min": 0.01,
        "max": 349,
        "usageShare": 0.08
      },
      "team_sme": {
        "n": 7,
        "nPriced": 6,
        "reliability": "medium",
        "median": 109.5,
        "p25": 84.75,
        "p75": 141.75,
        "min": 45,
        "max": 600,
        "usageShare": 0
      },
      "enterprise": {
        "n": 3,
        "nPriced": 0,
        "reliability": "none",
        "median": null,
        "p25": null,
        "p75": null,
        "min": null,
        "max": null,
        "usageShare": 0
      }
    },
    "byPersonaMonthly": {
      "free": {
        "nMonthly": 0,
        "p25": null,
        "median": null,
        "p75": null,
        "confidence": "none",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": false
      },
      "individual": {
        "nMonthly": 5,
        "p25": 4,
        "median": 5.8,
        "p75": 15,
        "confidence": "medium",
        "usageShare": 0.4,
        "mixedBilling": true,
        "monthlyComparable": true
      },
      "pro": {
        "nMonthly": 11,
        "p25": 13.5,
        "median": 20,
        "p75": 33.2,
        "confidence": "medium",
        "usageShare": 0.08,
        "mixedBilling": true,
        "monthlyComparable": true
      },
      "team_sme": {
        "nMonthly": 6,
        "p25": 84.75,
        "median": 109.5,
        "p75": 141.75,
        "confidence": "medium",
        "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": 22,
          "provider_count": 4,
          "plan_observation_count": 5,
          "data_confidence": 0.32,
          "data_confidence_basis": {
            "provider_component": 0.33,
            "observation_component": 0.25,
            "provider_count": 4,
            "plan_observation_count": 5
          },
          "reliability": "low",
          "members": [
            {
              "provider": "mcp_1c",
              "usd": 0.03
            },
            {
              "provider": "dubbl",
              "usd": 15
            },
            {
              "provider": "xero",
              "usd": 29
            },
            {
              "provider": "ai_agent_for_workflow_in_finan",
              "usd": 49
            }
          ]
        },
        {
          "tier": "pro",
          "currency": "USD",
          "period": "month",
          "unit": "flat",
          "median": 62.5,
          "provider_count": 5,
          "plan_observation_count": 7,
          "data_confidence": 0.4,
          "data_confidence_basis": {
            "provider_component": 0.42,
            "observation_component": 0.35,
            "provider_count": 5,
            "plan_observation_count": 7
          },
          "reliability": "medium",
          "members": [
            {
              "provider": "hellobooks",
              "usd": 20
            },
            {
              "provider": "frihet_mcp",
              "usd": 21.66
            },
            {
              "provider": "xero",
              "usd": 62.5
            },
            {
              "provider": "superglue_sap",
              "usd": 67.26
            },
            {
              "provider": "ai_agent_for_workflow_in_finan",
              "usd": 349
            }
          ],
          "p25": 21.66,
          "p75": 67.26
        },
        {
          "tier": "team_sme",
          "currency": "USD",
          "period": "month",
          "unit": "flat",
          "median": 115.75,
          "provider_count": 4,
          "plan_observation_count": 5,
          "data_confidence": 0.32,
          "data_confidence_basis": {
            "provider_component": 0.33,
            "observation_component": 0.25,
            "provider_count": 4,
            "plan_observation_count": 5
          },
          "reliability": "low",
          "members": [
            {
              "provider": "hellobooks",
              "usd": 80
            },
            {
              "provider": "dubbl",
              "usd": 82.5
            },
            {
              "provider": "ai_agent_for_workflow_in_finan",
              "usd": 149
            },
            {
              "provider": "stackone_com",
              "usd": 600
            }
          ]
        }
      ],
      "rejected": {
        "ambiguous_cadence": 3,
        "free_or_zero": 1,
        "unrankable_or_unparseable": 1,
        "one_time": 1,
        "usage_not_monthly": 5
      },
      "evidence": {
        "status": "ok",
        "single_observations": [],
        "observed_offers": [
          {
            "billing": "monthly",
            "unit": "flat",
            "count": 17,
            "offers": [
              {
                "provider": "ai_agent_for_workflow_in_finan",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$49/mo",
                "monthly_usd": 49
              },
              {
                "provider": "ai_agent_for_workflow_in_finan",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$149/mo",
                "monthly_usd": 149
              },
              {
                "provider": "ai_agent_for_workflow_in_finan",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$349/mo",
                "monthly_usd": 349
              },
              {
                "provider": "dubbl",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$15 /mo",
                "monthly_usd": 15
              },
              {
                "provider": "dubbl",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$45 /mo",
                "monthly_usd": 45
              },
              {
                "provider": "dubbl",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$120 /mo",
                "monthly_usd": 120
              },
              {
                "provider": "frihet_mcp",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "€9/mes",
                "monthly_usd": 10.26
              },
              {
                "provider": "frihet_mcp",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "€29/mes",
                "monthly_usd": 33.06
              },
              {
                "provider": "hellobooks",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$20.00 /mo",
                "monthly_usd": 20
              },
              {
                "provider": "hellobooks",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$80.00 /mo",
                "monthly_usd": 80
              },
              {
                "provider": "mcp_1c",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "1 990 ₽ в месяц",
                "monthly_usd": 0.01
              },
              {
                "provider": "mcp_1c",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "4 990 ₽ в месяц",
                "monthly_usd": 0.04
              },
              {
                "provider": "stackone_com",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$600 /month",
                "monthly_usd": 600
              },
              {
                "provider": "superglue_sap",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "€59/mo",
                "monthly_usd": 67.26
              },
              {
                "provider": "xero",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$5.80/mo for first 3 months, then $29/mo",
                "monthly_usd": 29
              },
              {
                "provider": "xero",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$10/mo for first 3 months, then $50/mo",
                "monthly_usd": 50
              },
              {
                "provider": "xero",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$15/mo for first 3 months, then $75/mo",
                "monthly_usd": 75
              }
            ]
          },
          {
            "billing": "monthly",
            "unit": "per_seat",
            "count": 2,
            "offers": [
              {
                "provider": "dubbl",
                "tier": "pro",
                "billing": "monthly",
                "unit": "per_seat",
                "price": "$12 /seat/mo",
                "monthly_usd": 12
              },
              {
                "provider": "superglue_sap",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "per_seat",
                "price": "€99/seat/mo",
                "monthly_usd": 112.86
              }
            ]
          },
          {
            "billing": "monthly",
            "unit": "per_user",
            "count": 2,
            "offers": [
              {
                "provider": "odoopilot",
                "tier": "pro",
                "billing": "monthly",
                "unit": "per_user",
                "price": "€ 24.90 / user / month",
                "monthly_usd": 28.39
              },
              {
                "provider": "odoopilot",
                "tier": "pro",
                "billing": "monthly",
                "unit": "per_user",
                "price": "€ 37.40 / user / month",
                "monthly_usd": 42.64
              }
            ]
          },
          {
            "billing": "one_time",
            "unit": "flat",
            "count": 1,
            "offers": [
              {
                "provider": "tyms_ai",
                "tier": "team_sme",
                "billing": "one_time",
                "unit": "flat",
                "price": "$150 per backlog year",
                "monthly_usd": null
              }
            ]
          },
          {
            "billing": "usage",
            "unit": "flat",
            "count": 4,
            "offers": [
              {
                "provider": "sap_mcp",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.005",
                "monthly_usd": null
              },
              {
                "provider": "sap_mcp",
                "tier": "pro",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.005",
                "monthly_usd": null
              },
              {
                "provider": "sap_mcp",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.01",
                "monthly_usd": null
              },
              {
                "provider": "sap_mcp",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.05",
                "monthly_usd": null
              }
            ]
          },
          {
            "billing": "usage",
            "unit": "other_usage",
            "count": 1,
            "offers": [
              {
                "provider": "tyms_ai",
                "tier": "individual",
                "billing": "usage",
                "unit": "other_usage",
                "price": "from $0.40 per credit",
                "monthly_usd": null
              }
            ]
          },
          {
            "billing": "unspecified_period",
            "unit": "flat",
            "count": 3,
            "offers": [
              {
                "provider": "frihet_mcp",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Personalizado",
                "monthly_usd": null
              },
              {
                "provider": "superglue_sap",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "tyms_ai",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Talk to sales",
                "monthly_usd": null
              }
            ]
          }
        ],
        "coverage": {
          "priced_providers": 11,
          "normalized_observations": 21,
          "comparable_providers": 9,
          "strict_cohorts": 3,
          "exclusion_reasons": {
            "ambiguous_cadence": 3,
            "free_or_zero": 1,
            "unrankable_or_unparseable": 1,
            "one_time": 1,
            "usage_not_monthly": 5
          }
        }
      }
    },
    "billingMix": {
      "freemium": 7,
      "subscription": 4,
      "contact_sales": 1
    },
    "freeTierShare": 0.58,
    "medianLowestUsd": 26.55
  },
  "movement": {
    "niche": "erp-automation",
    "sector": "finance-ops",
    "pricedNow": 8,
    "pairs": 7,
    "repriced": [
      {
        "handle": "frihet_mcp",
        "from": 10.36,
        "to": 10.38,
        "pct": 0.2
      },
      {
        "handle": "superglue_sap",
        "from": 67.91,
        "to": 68.03,
        "pct": 0.2
      },
      {
        "handle": "hellobooks",
        "from": 19.99,
        "to": 20,
        "pct": 0.1
      }
    ],
    "newlyPriced": [
      "odoopilot"
    ],
    "droppedFromPriced": [],
    "likeForLikePct": 0.1,
    "kind": "mixed",
    "narrative": "Repricing + composition: 3 agents repriced — all up (avg +0.1%); 1 newly published pricing."
  },
  "index_series": {
    "series": [
      {
        "day": "2026-07-08",
        "index": 100,
        "pairs": 8,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-09",
        "index": 100,
        "pairs": 10,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-10",
        "index": 100,
        "pairs": 8,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-11",
        "index": 100,
        "pairs": 8,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-12",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-13",
        "index": 100,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-14",
        "index": 100,
        "pairs": 12,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-15",
        "index": 100,
        "pairs": 12,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-16",
        "index": 100,
        "pairs": 14,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-17",
        "index": 100,
        "pairs": 14,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-18",
        "index": 100,
        "pairs": 12,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-19",
        "index": 100,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-20",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-21",
        "index": 100,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-22",
        "index": 100,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-23",
        "index": 100,
        "pairs": 14,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-24",
        "index": 100,
        "pairs": 15,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-25",
        "index": 100,
        "pairs": 15,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-26",
        "index": 100,
        "pairs": 15,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-27",
        "index": 100,
        "pairs": 15,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-28",
        "index": 100,
        "pairs": 15,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-29",
        "index": 100,
        "pairs": 15,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-30",
        "index": 100,
        "pairs": 14,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-31",
        "index": 100,
        "pairs": 14,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-01",
        "index": 100,
        "pairs": 14,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-02",
        "index": 100,
        "pairs": 14,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-03",
        "index": 100,
        "pairs": 14,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-04",
        "index": 100.004,
        "pairs": 14,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-05",
        "index": 100.004,
        "pairs": 15,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-06",
        "index": 100.004,
        "pairs": 15,
        "dayChangePct": 0
      }
    ],
    "latest": 100.004,
    "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": "bling_mcp",
      "name": "Bling",
      "url": "https://mcp.ai/bling",
      "short_summary": "provides read-only access to Bling ERP data including sales orders, products, contacts, invoices, and financial records",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public pricing is displayed for the Bling MCP server."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "digits_developer",
      "name": "Digits Developer",
      "url": "https://developer.digits.com/",
      "short_summary": "ingests raw financial data and returns clean, categorized, deduplicated, balanced general ledger accounting entries with vendor enrichment",
      "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": "frihet_mcp",
      "name": "Frihet",
      "url": "https://www.frihet.io",
      "short_summary": "AI-native business management including invoicing, expenses, clients, products, quotes, tax compliance, and financial operations",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 10.38,
        "monthly_usd": 11.97,
        "headline": "Free tier, then from $10.38/mo",
        "summary": "Free tier, then from $10.38/mo. Frihet ofrece un plan gratuito permanente, planes Pro y Premium desde €9 y €29 al mes, y un plan Enterprise con precio personalizado."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "hellobooks",
      "name": "Hellobooks",
      "url": "https://hellobooks.ai",
      "short_summary": "automates bookkeeping tasks including transaction categorization, bank reconciliation, invoice processing, expense management, and financial reporting for acco…",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 20,
        "monthly_usd": 20,
        "headline": "Free tier, then from $20/mo",
        "summary": "Free tier, then from $20/mo. HelloBooks offers a free plan, with Pro at $20.00/month and Business at $80.00/month."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "stackone_com",
      "name": "AI Agent for Month-End Accruals",
      "url": "https://stackone.com/use-cases/ai-agent-month-end-accruals",
      "short_summary": "automates month-end accruals and journal entries by identifying accruals, calculating amounts, generating and validating journal entries, routing for approval,…",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 600,
        "monthly_usd": 600,
        "headline": "Free tier, then from $600/mo",
        "summary": "Free tier, then from $600/mo. StackOne offers a free Starter plan and a Team plan priced at $600 per month, with additional credits and connector and agent capabilities."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "ai_agent_for_workflow_in_finan",
      "name": "AI Agent for Finance Workflow Automation",
      "url": "https://arahi.ai/ai-agent/finance-dept/workflow-automation",
      "short_summary": "Automates finance & accounting workflows — reconciliations, invoice/AP processing, expense management, financial close, revenue recognition, tax compliance, ap…",
      "price": {
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 49,
        "monthly_usd": 49,
        "headline": "From $49/mo",
        "summary": "From $49/mo. Arahi AI offers three subscription plans ranging from $49/mo to $349/mo, billed monthly, with unlimited agents and varying credit allowances."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "industrial_erp_solutions_with_",
      "name": "Industrial Erp Solutions With",
      "url": "https://novacura.com/ifs-modules/ifs-ai",
      "short_summary": "Provides embedded industry-specific AI capabilities within IFS Cloud ERP, including content generation, recommendations, anomaly detection, optimization, forec…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public pricing or paid plan details are shown for IFS.ai or Novacura’s IFS upgrade services."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "korea_invoice_mcp",
      "name": "Korea Invoice",
      "url": "https://inv-kr.wishpool.app/",
      "short_summary": "Let AI agents issue Korea NTS e-tax invoices (전자세금계산서) — issue via your own POPBiLL/Linkhub account (merchant-owned LinkID, certificate stays in your account),…",
      "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."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "sap_mcp",
      "name": "Sap",
      "url": "https://mcp.sap.oobeprotocol.ai/",
      "short_summary": "MCP server (no description provided).",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Free tier + paid plans (price not published)",
        "summary": "SAP MCP offers free discovery and selected read tools, while hosted paid calls use per-tool usage fees including $0.005 reads, $0.01 builders, and $0.05 standard value actions."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "tyms_ai",
      "name": "Tyms AI (Adam)",
      "url": "https://tyms.io/en-US/help/article/general-overview-of-tyms-ai-agent-adam-for-generative-ai-powered-accounting-software",
      "short_summary": "AI accounting assistant that manages financial accounting tasks via conversation, including generating financial reports, creating invoices/receipts/quotes, tr…",
      "price": {
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Paid (price not published)",
        "summary": "Adam by Tyms lists a Plus plan at $200 per seat annually ($16.67 per seat per month equivalent), with Enterprise pricing available through sales and additional accounting add-ons."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    }
  ],
  "platforms_also_here": [
    {
      "agent_id": "gep_quantum_intelligence",
      "name": "GEP Quantum Intelligence",
      "url": "https://gep.com/software/gep-quantum-intelligence/agentic-integration",
      "short_summary": "Integrates AI agents across enterprise systems for autonomous procurement; agents extract quotes, run sourcing events, negotiate with suppliers, and enforce co…",
      "price": {
        "observed": true,
        "billing": "contact_sales",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Contact sales (no public price)",
        "summary": "GEP Quantum Intelligence does not publish a numeric price and directs buyers to contact the company for pricing."
      },
      "home_niche": "procure-to-pay-agent",
      "also_covers": true,
      "upvotes": 0
    }
  ],
  "page_url": "https://agentery.com/market/erp-automation",
  "summary": {
    "niche": "erp-automation",
    "sector": "finance-ops",
    "pricing_by_provider_type": {
      "headline": "Prices differ by provider type and buyer tier — no blended headline is used. Strongest cohort: MCP servers · Pro median $42/mo (4 providers). See benchmarks_by_provider_type_and_tier for the full matrix.",
      "benchmarks": [
        {
          "provider_type": "mcp",
          "provider_type_label": "MCP servers",
          "buyer_tier": "pro",
          "buyer_tier_label": "Pro",
          "pricing_unit": "flat",
          "pricing_unit_label": "flat monthly",
          "comparable_provider_count": 4,
          "reliability": "low",
          "median": 42.08,
          "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": 149,
          "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": [
            15,
            49
          ]
        },
        {
          "provider_type": "mcp",
          "provider_type_label": "MCP servers",
          "buyer_tier": "individual",
          "buyer_tier_label": "Individual",
          "pricing_unit": "flat",
          "pricing_unit_label": "flat monthly",
          "comparable_provider_count": 2,
          "reliability": "low",
          "median": null,
          "p25": null,
          "p75": null,
          "status": "observed_offers_only",
          "observed_offers": [
            0.03,
            29
          ]
        }
      ],
      "warnings": [],
      "full_pricing_via": {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "erp-automation"
        },
        "note": "add provider_type + buyer_tier for a specific cohort"
      }
    },
    "page_url": "https://agentery.com/market/erp-automation",
    "counts": {
      "listings_with_price_capture": 40,
      "listings_with_observed_public_price": 12,
      "providers_with_numeric_monthly_price_latest_scan": 8,
      "like_for_like_comparable_pairs": 7
    },
    "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": 22,
        "provider_count": 4,
        "plan_observation_count": 5,
        "data_confidence": 0.32,
        "data_confidence_basis": {
          "provider_component": 0.33,
          "observation_component": 0.25,
          "provider_count": 4,
          "plan_observation_count": 5
        },
        "reliability": "low",
        "members": [
          {
            "provider": "mcp_1c",
            "usd": 0.03
          },
          {
            "provider": "dubbl",
            "usd": 15
          },
          {
            "provider": "xero",
            "usd": 29
          },
          {
            "provider": "ai_agent_for_workflow_in_finan",
            "usd": 49
          }
        ]
      },
      {
        "tier": "pro",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 62.5,
        "provider_count": 5,
        "plan_observation_count": 7,
        "data_confidence": 0.4,
        "data_confidence_basis": {
          "provider_component": 0.42,
          "observation_component": 0.35,
          "provider_count": 5,
          "plan_observation_count": 7
        },
        "reliability": "medium",
        "members": [
          {
            "provider": "hellobooks",
            "usd": 20
          },
          {
            "provider": "frihet_mcp",
            "usd": 21.66
          },
          {
            "provider": "xero",
            "usd": 62.5
          },
          {
            "provider": "superglue_sap",
            "usd": 67.26
          },
          {
            "provider": "ai_agent_for_workflow_in_finan",
            "usd": 349
          }
        ],
        "p25": 21.66,
        "p75": 67.26
      },
      {
        "tier": "team_sme",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 115.75,
        "provider_count": 4,
        "plan_observation_count": 5,
        "data_confidence": 0.32,
        "data_confidence_basis": {
          "provider_component": 0.33,
          "observation_component": 0.25,
          "provider_count": 4,
          "plan_observation_count": 5
        },
        "reliability": "low",
        "members": [
          {
            "provider": "hellobooks",
            "usd": 80
          },
          {
            "provider": "dubbl",
            "usd": 82.5
          },
          {
            "provider": "ai_agent_for_workflow_in_finan",
            "usd": 149
          },
          {
            "provider": "stackone_com",
            "usd": 600
          }
        ]
      }
    ],
    "pricing_coverage": {
      "listings_with_price_capture": 40,
      "listings_with_observed_public_price": 12,
      "normalized_observations": 21,
      "comparable_providers": 9,
      "strict_cohorts": 3,
      "exclusion_reasons": {
        "ambiguous_cadence": 3,
        "free_or_zero": 1,
        "unrankable_or_unparseable": 1,
        "one_time": 1,
        "usage_not_monthly": 5
      }
    },
    "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": 3,
      "free_or_zero": 1,
      "unrankable_or_unparseable": 1,
      "one_time": 1,
      "usage_not_monthly": 5
    },
    "billing_mix": {
      "freemium": 7,
      "subscription": 4,
      "contact_sales": 1
    },
    "free_tier_share": 0.58,
    "top_providers": [
      {
        "agent_id": "bling_mcp",
        "name": "Bling",
        "price": {
          "observed": false,
          "billing": "not_found",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "No public price found",
          "summary": "No public pricing is displayed for the Bling MCP server."
        },
        "observed": false
      },
      {
        "agent_id": "digits_developer",
        "name": "Digits Developer",
        "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": "frihet_mcp",
        "name": "Frihet",
        "price": {
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 10.38,
          "monthly_usd": 11.97,
          "headline": "Free tier, then from $10.38/mo",
          "summary": "Free tier, then from $10.38/mo. Frihet ofrece un plan gratuito permanente, planes Pro y Premium desde €9 y €29 al mes, y un plan Enterprise con precio personalizado."
        },
        "observed": true
      },
      {
        "agent_id": "hellobooks",
        "name": "Hellobooks",
        "price": {
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 20,
          "monthly_usd": 20,
          "headline": "Free tier, then from $20/mo",
          "summary": "Free tier, then from $20/mo. HelloBooks offers a free plan, with Pro at $20.00/month and Business at $80.00/month."
        },
        "observed": true
      },
      {
        "agent_id": "stackone_com",
        "name": "AI Agent for Month-End Accruals",
        "price": {
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 600,
          "monthly_usd": 600,
          "headline": "Free tier, then from $600/mo",
          "summary": "Free tier, then from $600/mo. StackOne offers a free Starter plan and a Team plan priced at $600 per month, with additional credits and connector and agent capabilities."
        },
        "observed": true
      }
    ],
    "suggested_next_calls": [
      {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "erp-automation"
        },
        "purpose": "full observed price distribution + per-tier medians for this niche"
      },
      {
        "tool": "niche_report",
        "arguments": {
          "niche": "erp-automation",
          "response_mode": "full"
        },
        "purpose": "the complete report incl. index series and tier decomposition"
      },
      {
        "tool": "suggest_alternatives",
        "arguments": {
          "agent_id": "bling_mcp"
        },
        "purpose": "comparable (optionally cheaper) providers to a named agent"
      },
      {
        "tool": "get_agent_profile",
        "arguments": {
          "agent_id": "bling_mcp"
        },
        "purpose": "full profile, integrations and pricing for one provider"
      }
    ]
  }
}