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AI Supply Chain Agent

Query this niche via MCPmarket_report({ query: "AI Supply Chain Agent", response_mode: "summary" })
active marketmarket pulse 51/100commercial money present0 new builders in 30d27 listings
basis: all observed monthly plans · commercial-form-v2
Agents · median
$350/mo
$50–$499 middle half · 5 providers · median of every priced plan point, all tiers
MCP servers · median
None priced — too few for a MCP servers median.

All plans — Agents vs MCPs

each dot = one provider · log scale
Agents $350
Item Ai · $10
ai_agent_for_order_management_ · $25
routealphaai · $499
Warehouse Sop Ai Agent Tools · $50
Item Ai · $60
routealphaai · $899
automatenexus · $350
Warehouse Sop Ai Agent Tools · $3,990
$10
$25
$50
$100
$250
$500
$1,000
$2,500
AgentsMCP serversshaded = middle half · line = median
What the figures on this page are. This page is Agentery's fixed-niche view of AI Supply Chain Agent (latest observation 2026-10-14T03:32:48.116Z). The headline medians above are computed from that data per delivery type and buyer-tier tab: on a tier tab, the median of each provider's plan at that tier; on “All”, every priced plan point across tiers pooled. Small cohorts show as “too few” rather than a median. The embedded response below is the broader fixed-niche report: its by_provider_type.*.median pools all tiers, pricing.byPersona.* is per buyer tier, and the unit cohorts (e.g. Pro flat) are per tier and billing unit — so those blocks legitimately differ from one headline figure. Over MCP today the advertised tools are market_report (a semantic neighbourhood for your query, not this fixed niche) and price_benchmark (query/task); niche_report stays callable as a legacy alias. Their cohorts are defined differently, so their numbers can differ from this page.
market_reportprice_benchmark
See the MCP response behind this pagefixed-niche report (legacy niche_report alias, full mode) — broader than the headline figure
{
  "niche": "ai-supply-chain-agent",
  "parent_sector": "logistics-supply-chain",
  "provider_type_pricing": {
    "slug": "ai-supply-chain-agent",
    "pricing_basis": "lowest_observed_monthly_usd",
    "provider_type_methodology": "commercial-form-v2",
    "provider_type_methodology_published_at": "2026-07-31",
    "blended": {
      "median": 50,
      "p25": null,
      "p75": null,
      "providers": 7
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    "by_provider_type": {
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        "p25": null,
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        "providers": 7,
        "publishable": true,
        "confidence": "moderate"
      },
      "mcp": {
        "median": null,
        "p25": null,
        "p75": null,
        "providers": 0,
        "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": 28,
  "adjacent_niches": [
    "shipping-rate-negotiation",
    "freight-shipping-coordinator",
    "freight-broker-workflow",
    "freight-invoice-audit-agent",
    "warehouse-picking-optimization",
    "route-optimization"
  ],
  "market_pulse": {
    "pulse": 51,
    "drivers": [
      "enterprise money present"
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    "price_move_30d_pct": -0.6,
    "money_share": 0.6666666666666666,
    "entry_rate": 0,
    "alive_share": 1
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    "quarantined_agents": 0,
    "confidence": "high",
    "published": {
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          "comparable_providers": 6,
          "strict_cohorts": 3,
          "exclusion_reasons": {
            "usage_not_monthly": 8,
            "ambiguous_cadence": 6,
            "one_time": 1
          }
        }
      }
    },
    "quoteOnlyProvidersByTier": {
      "individual": 0,
      "pro": 0,
      "enterprise": 4,
      "team_sme": 0
    },
    "billingMix": {
      "subscription": 5,
      "contact_sales": 1,
      "usage": 1,
      "freemium": 2
    },
    "freeTierShare": 0.22,
    "medianLowestUsd": 50
  },
  "movement": {
    "niche": "ai-supply-chain-agent",
    "sector": "logistics-supply-chain",
    "pricedNow": 7,
    "pairs": 7,
    "repriced": [
      {
        "handle": "ai_agent_for_logistics_amp_sup",
        "from": 5.63,
        "to": 5.6,
        "pct": -0.5
      }
    ],
    "newlyPriced": [],
    "droppedFromPriced": [],
    "likeForLikePct": -0.1,
    "kind": "repricing",
    "narrative": "Genuine repricing: 1 agent repriced — all down (avg -0.1%)."
  },
  "index_series": {
    "series": [
      {
        "day": "2026-09-15",
        "index": 100,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-16",
        "index": 100,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-17",
        "index": 100,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-18",
        "index": 100,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-19",
        "index": 100,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-20",
        "index": 100,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-21",
        "index": 100,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-22",
        "index": 100,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-23",
        "index": 100,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-24",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-25",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-26",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-27",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-28",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-29",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-30",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-01",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-02",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-03",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-04",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-05",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-06",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-07",
        "index": 100,
        "pairs": 10,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-08",
        "index": 100,
        "pairs": 10,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-09",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-10",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-11",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-12",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-13",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-14",
        "index": 100,
        "pairs": 9,
        "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": "ai_agent_for_logistics_amp_sup",
      "name": "AI Agent for Logistics & Supply Chain",
      "url": "https://klippa.com/en/ai-agents/ai-agent-logistics",
      "short_summary": "extracts, validates, and routes data from logistics and supply chain documents such as waybills, freight invoices, and customs declarations",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Effective",
            "monthly_native": 5,
            "monthly_usd": 5.6,
            "commitment": "monthly",
            "basis": "€5 per user/month × 1",
            "billing_verified": true
          },
          "currency": "EUR",
          "notes": [
            "prices in EUR as published; USD figures are conversions at 2026-10-14"
          ],
          "lines": [
            {
              "name": "Effective",
              "price": "€5 per user/mo",
              "kind": "base_subscription",
              "unit": "user",
              "billed": "monthly"
            },
            {
              "name": "Premium",
              "price": "€6 per user/mo",
              "kind": "base_subscription",
              "unit": "user",
              "billed": "monthly"
            },
            {
              "name": "Custom",
              "price": "Contact sales for pricing",
              "kind": "custom"
            }
          ]
        },
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 5.6,
        "monthly_usd": 5.6,
        "headline": "From €5/mo (€5 per user/month × 1)",
        "summary": "From €5/mo (€5 per user/month × 1). Expense management plans are publicly listed at €5 or €6 per user per month, with a Custom plan requiring contact with sales."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "github_bhardwajsaurabhomnisupp",
      "name": "Github Bhardwajsaurabhomnisupp",
      "url": "https://github.com/Bhardwaj-Saurabh/OmniSupply-AI-Multi-Agent-Supply-Chain-Intelligence-Platform",
      "short_summary": "Multi-agent supply chain intelligence: generates automated KPI insights, risk predictions, financial analysis, executive reports, and workflow automation",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public pricing was found in the available repository homepage content."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "ampcome_ai",
      "name": "Ampcome Ai",
      "url": "https://www.ampcome.com/industries/logistics",
      "short_summary": "automates logistics and supply chain operations including inventory management, shipping route optimization, demand forecasting, shipment tracking, warehouse a…",
      "price": {
        "commercial": {
          "currency": "USD",
          "lines": []
        },
        "observed": true,
        "billing": "contact_sales",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Contact sales (no public price)",
        "summary": "Contact sales (no public price). No public pricing is shown; prospective customers are directed to book a demo for the AI logistics agent platform."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "amplifier_mcp",
      "name": "Amplifier",
      "url": "https://amplifier.com/mcp",
      "short_summary": "Amplifier is a full-service 3PL provider based in Austin, TX, built specifically for emergent direct-to-consumer\n  brands. We combine operational rigor and sof…",
      "price": {
        "commercial": {
          "rates": [
            {
              "line": "Order Pick Fee",
              "per": "per unit",
              "text": "$1.9 per unit"
            },
            {
              "line": "Per Item Pick Fee",
              "per": "per unit",
              "text": "$0.8 per unit"
            },
            {
              "line": "Marketing Drop-Ins",
              "per": "per unit",
              "text": "$0.25 per unit"
            },
            {
              "line": "Returns Handling",
              "per": "per unit",
              "text": "$2 per unit"
            }
          ],
          "currency": "USD",
          "lines": [
            {
              "name": "Order Pick Fee",
              "price": "$1.90",
              "kind": "usage_rate",
              "unit": "unit",
              "billed": "usage"
            },
            {
              "name": "Per Item Pick Fee",
              "price": "$0.80",
              "kind": "usage_rate",
              "unit": "unit",
              "billed": "usage"
            },
            {
              "name": "Marketing Drop-Ins",
              "price": "$0.25",
              "kind": "usage_rate",
              "unit": "unit",
              "billed": "usage"
            },
            {
              "name": "Returns Handling",
              "price": "$2.00 + $0.50",
              "kind": "usage_rate",
              "unit": "unit",
              "billed": "usage"
            }
          ]
        },
        "observed": true,
        "billing": "usage",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "$1.9 per unit; $0.8 per unit (usage-based)",
        "summary": "$1.9 per unit; $0.8 per unit (usage-based). Amplifier publicly lists fulfillment fees based on usage and monthly order volume, including a $1.90 order pick fee for 2,501–5,000 monthly orders."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "corvera",
      "name": "Corvera",
      "url": "https://corvera.ai/",
      "short_summary": "provides a unified, governed data context layer that makes CPG brand data legible to AI tools via MCP for supply chain, inventory, sales, and analytics use cas…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "Corvera does not publish subscription pricing on the homepage, and the pricing page was unavailable."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "exception_agent",
      "name": "Exception Agent",
      "url": "https://loop.com/technology/exception-agent",
      "short_summary": "Automatically detects freight invoice discrepancies and resolves logistics billing disputes with carriers, enforcing freight policies",
      "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 is shown; prospective customers are directed to a get-started contact form."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "kei_ai_assistant",
      "name": "Kei Ai Assistant",
      "url": "https://www.leandna.com/resource/kei-the-ai-assistant-built-for-the-factory-floor/",
      "short_summary": "Acts as an AI supply chain analyst that answers questions about supply chain data, helps interrogate complex datasets, and identifies suppliers impacting short…",
      "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": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "octup",
      "name": "Octup",
      "url": "https://octup.com/features/octup-ai",
      "short_summary": "answers operational and financial questions about 3PL warehouse data and generates reports/insights",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Full suite",
            "monthly_native": 2500,
            "monthly_usd": 2500,
            "commitment": "monthly",
            "basis": "$2,500/month",
            "billing_verified": true
          },
          "currency": "USD",
          "lines": [
            {
              "name": "Full suite",
              "price": "Starting at $2,500/mo",
              "kind": "base_subscription",
              "billed": "monthly"
            }
          ]
        },
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 2500,
        "monthly_usd": 2500,
        "headline": "From $2,500/mo",
        "summary": "From $2,500/mo. Octup offers its full 3PL software suite starting at $2,500 per month with unlimited users and usage."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "ovlo_ai_agent",
      "name": "Ovlo AI Agent",
      "url": "https://aiagentstore.ai/ai-agent/ovlo",
      "short_summary": "Automates supply chain document processing (invoices, purchase orders, certificates), demand forecasting, compliance validation, reconciliation, inventory opti…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public pricing was observed for Ovlo; the agent page returns a 404 and the pricing page only lists pricing-model categories."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "sam",
      "name": "Sam (Supplier Collaboration AI Agent)",
      "url": "https://fourkites.com/fourkites-ai/agentic-ai/sam",
      "short_summary": "automates supplier onboarding, document processing, and supplier communications/coordination",
      "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": "medium",
      "upvotes": 0
    }
  ],
  "platforms_also_here": [
    {
      "agent_id": "sap_agent",
      "name": "SAP Autonomous Suite",
      "url": "https://completeaitraining.com/news/sap-launches-agentic-ai-tools-and-autonomous-suite-brand-at/",
      "short_summary": "Coordinates teams of AI agents to handle ERP functions including finance, supply chain, procurement, human resources and customer engagement, conducting ERP op…",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Personal",
            "monthly_native": 9,
            "monthly_usd": 9,
            "commitment": "monthly",
            "basis": "$9/month",
            "billing_verified": true
          },
          "annual_option": {
            "line": "Personal (annual billing)",
            "monthly_equivalent_native": 9,
            "total_native": 108
          },
          "currency": "USD",
          "lines": [
            {
              "name": "Personal",
              "price": "$9/month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Personal (annual billing)",
              "price": "$9/month billed annually ($108/year)",
              "kind": "base_subscription",
              "billed": "annually"
            },
            {
              "name": "Business",
              "price": "$90/month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Business (annual billing)",
              "price": "$90/month billed annually ($1,080/year)",
              "kind": "base_subscription",
              "billed": "annually"
            },
            {
              "name": "Enterprise",
              "price": "Custom",
              "kind": "custom"
            }
          ]
        },
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 9,
        "monthly_usd": 9,
        "headline": "From $9/mo; $9/mo equivalent billed annually",
        "summary": "From $9/mo; $9/mo equivalent billed annually. Personal is listed at $9/month and Business at $90/month, with annual billing shown as $108 and $1,080 respectively; Enterprise pricing is custom."
      },
      "home_niche": "erp-automation",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "workload_insights_with_copilot",
      "name": "Workload Insights With Copilot",
      "url": "https://learn.microsoft.com/en-us/dynamics365/supply-chain/warehousing/warehouse-management-mobile-app-insights",
      "short_summary": "Shows AI-generated work summaries and insights to warehouse workers to help them plan their shift and understand available tasks",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public price found on the vendor site."
      },
      "home_niche": "shipment-tracking-agent",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "wove",
      "name": "Wove",
      "url": "https://wove.com/",
      "short_summary": "AI infrastructure for global trade automation. Provides APIs and copilots for tariff classification, compliance automation, document processing, and logistics…",
      "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 is shown on the homepage."
      },
      "home_niche": "customs-documentation",
      "also_covers": true,
      "upvotes": 0
    }
  ],
  "page_url": "https://agentery.com/market/ai-supply-chain-agent",
  "summary": {
    "niche": "ai-supply-chain-agent",
    "sector": "logistics-supply-chain",
    "pricing_by_provider_type": {
      "headline": "Prices differ by provider type and buyer tier — no blended headline is used. Strongest cohort: Agents · Individual median $25/mo (3 providers). See benchmarks_by_provider_type_and_tier for the full matrix.",
      "benchmarks": [
        {
          "provider_type": "agent",
          "provider_type_label": "Agents",
          "buyer_tier": "individual",
          "buyer_tier_label": "Individual",
          "pricing_unit": "flat",
          "pricing_unit_label": "flat monthly",
          "comparable_provider_count": 3,
          "reliability": "low",
          "median": 25,
          "p25": null,
          "p75": null,
          "status": "median_only"
        },
        {
          "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": 60,
          "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": 2,
          "reliability": "low",
          "median": null,
          "p25": null,
          "p75": null,
          "status": "observed_offers_only",
          "observed_offers": [
            350,
            3990
          ]
        }
      ],
      "warnings": [
        "This niche currently has sufficient agent pricing but insufficient MCP pricing."
      ],
      "full_pricing_via": {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "ai-supply-chain-agent"
        },
        "note": "add provider_type + buyer_tier for a specific cohort"
      }
    },
    "page_url": "https://agentery.com/market/ai-supply-chain-agent",
    "counts": {
      "listings_with_price_capture": 30,
      "listings_with_observed_public_price": 9,
      "providers_with_numeric_monthly_price_latest_scan": 7,
      "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": 25,
        "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": "item_ai",
            "usd": 10
          },
          {
            "provider": "ai_agent_for_order_management_",
            "usd": 25
          },
          {
            "provider": "routealphaai",
            "usd": 499
          }
        ]
      },
      {
        "tier": "pro",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 60,
        "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": "warehouse_sop_ai_agent_tools",
            "usd": 50
          },
          {
            "provider": "item_ai",
            "usd": 60
          },
          {
            "provider": "routealphaai",
            "usd": 899
          }
        ]
      },
      {
        "tier": "team_sme",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 2170,
        "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": "automatenexus",
            "usd": 350
          },
          {
            "provider": "warehouse_sop_ai_agent_tools",
            "usd": 3990
          }
        ]
      }
    ],
    "pricing_coverage": {
      "listings_with_price_capture": 30,
      "listings_with_observed_public_price": 9,
      "normalized_observations": 11,
      "comparable_providers": 6,
      "strict_cohorts": 3,
      "exclusion_reasons": {
        "usage_not_monthly": 8,
        "ambiguous_cadence": 6,
        "one_time": 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": {
      "usage_not_monthly": 8,
      "ambiguous_cadence": 6,
      "one_time": 1
    },
    "billing_mix": {
      "subscription": 5,
      "contact_sales": 1,
      "usage": 1,
      "freemium": 2
    },
    "free_tier_share": 0.22,
    "top_providers": [
      {
        "agent_id": "ai_agent_for_logistics_amp_sup",
        "name": "AI Agent for Logistics & Supply Chain",
        "price": {
          "commercial": {
            "entry_offer": {
              "line": "Effective",
              "monthly_native": 5,
              "monthly_usd": 5.6,
              "commitment": "monthly",
              "basis": "€5 per user/month × 1",
              "billing_verified": true
            },
            "currency": "EUR",
            "notes": [
              "prices in EUR as published; USD figures are conversions at 2026-10-14"
            ],
            "lines": [
              {
                "name": "Effective",
                "price": "€5 per user/mo",
                "kind": "base_subscription",
                "unit": "user",
                "billed": "monthly"
              },
              {
                "name": "Premium",
                "price": "€6 per user/mo",
                "kind": "base_subscription",
                "unit": "user",
                "billed": "monthly"
              },
              {
                "name": "Custom",
                "price": "Contact sales for pricing",
                "kind": "custom"
              }
            ]
          },
          "observed": true,
          "billing": "subscription",
          "lowest_monthly_usd": 5.6,
          "monthly_usd": 5.6,
          "headline": "From €5/mo (€5 per user/month × 1)",
          "summary": "From €5/mo (€5 per user/month × 1). Expense management plans are publicly listed at €5 or €6 per user per month, with a Custom plan requiring contact with sales."
        },
        "observed": true
      },
      {
        "agent_id": "github_bhardwajsaurabhomnisupp",
        "name": "Github Bhardwajsaurabhomnisupp",
        "price": {
          "observed": false,
          "billing": "not_found",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "No public price found",
          "summary": "No public pricing was found in the available repository homepage content."
        },
        "observed": false
      },
      {
        "agent_id": "ampcome_ai",
        "name": "Ampcome Ai",
        "price": {
          "commercial": {
            "currency": "USD",
            "lines": []
          },
          "observed": true,
          "billing": "contact_sales",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "Contact sales (no public price)",
          "summary": "Contact sales (no public price). No public pricing is shown; prospective customers are directed to book a demo for the AI logistics agent platform."
        },
        "observed": true
      },
      {
        "agent_id": "amplifier_mcp",
        "name": "Amplifier",
        "price": {
          "commercial": {
            "rates": [
              {
                "line": "Order Pick Fee",
                "per": "per unit",
                "text": "$1.9 per unit"
              },
              {
                "line": "Per Item Pick Fee",
                "per": "per unit",
                "text": "$0.8 per unit"
              },
              {
                "line": "Marketing Drop-Ins",
                "per": "per unit",
                "text": "$0.25 per unit"
              },
              {
                "line": "Returns Handling",
                "per": "per unit",
                "text": "$2 per unit"
              }
            ],
            "currency": "USD",
            "lines": [
              {
                "name": "Order Pick Fee",
                "price": "$1.90",
                "kind": "usage_rate",
                "unit": "unit",
                "billed": "usage"
              },
              {
                "name": "Per Item Pick Fee",
                "price": "$0.80",
                "kind": "usage_rate",
                "unit": "unit",
                "billed": "usage"
              },
              {
                "name": "Marketing Drop-Ins",
                "price": "$0.25",
                "kind": "usage_rate",
                "unit": "unit",
                "billed": "usage"
              },
              {
                "name": "Returns Handling",
                "price": "$2.00 + $0.50",
                "kind": "usage_rate",
                "unit": "unit",
                "billed": "usage"
              }
            ]
          },
          "observed": true,
          "billing": "usage",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "$1.9 per unit; $0.8 per unit (usage-based)",
          "summary": "$1.9 per unit; $0.8 per unit (usage-based). Amplifier publicly lists fulfillment fees based on usage and monthly order volume, including a $1.90 order pick fee for 2,501–5,000 monthly orders."
        },
        "observed": true
      },
      {
        "agent_id": "corvera",
        "name": "Corvera",
        "price": {
          "observed": false,
          "billing": "not_found",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "No public price found",
          "summary": "Corvera does not publish subscription pricing on the homepage, and the pricing page was unavailable."
        },
        "observed": false
      }
    ],
    "suggested_next_calls": [
      {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "ai-supply-chain-agent"
        },
        "purpose": "full observed price distribution + per-tier medians for this niche"
      },
      {
        "tool": "niche_report",
        "arguments": {
          "niche": "ai-supply-chain-agent",
          "response_mode": "full"
        },
        "purpose": "the complete report incl. index series and tier decomposition"
      },
      {
        "tool": "suggest_alternatives",
        "arguments": {
          "agent_id": "ai_agent_for_logistics_amp_sup"
        },
        "purpose": "comparable (optionally cheaper) providers to a named agent"
      },
      {
        "tool": "get_agent_profile",
        "arguments": {
          "agent_id": "ai_agent_for_logistics_amp_sup"
        },
        "purpose": "full profile, integrations and pricing for one provider"
      }
    ]
  }
}
Full market

7 providers, one sortable view

Dense enough for many listings; progressive disclosure keeps mobile usable.

ProviderTypeFromVs niche medianLiveness
AI Agent for Logistics & Supply Chainextracts, validates, and routes data from logistics and supply chain documents such as waybills, freight invoices, and customs declarations
agent$5.60from / mo90.7% below29% liveagent90.7% below median29% live
Octupanswers operational and financial questions about 3PL warehouse data and generates reports/insights
agent$2500from / mo4066.7% above88% liveagent4066.7% above median88% live
AI Agent for Order Managementembedded AI agent in order management workflow that automates inventory and procurement tasks, reducing manual touchpoints
agent$25from / mo58.3% below88% liveagent58.3% below median88% live
Item.com Agentic AI SystemsProvides an ecosystem of autonomous AI agents/modules for supply chain orchestration, including action execution, video/voice processing, agent coordination, a…
mcp$10from / mo83.3% below100% livemcp83.3% below median100% live
Warehouse SOP AgentGenerates comprehensive standard operating procedures (SOPs) for warehouse operations and inventory management
agent$50from / mo16.7% below100% liveagent16.7% below median100% live
AutomatenexusAI automation platform for logistics operations. Provides dispatch coordination, shipment tracking, exception handling, and document processing automation for…
agent$350from / mo483.3% above88% liveagent483.3% above median88% live
RRoutealphaaiAutonomous AI operating system for global logistics and transportation infrastructure. Features 7 AI modules that predict, dispatch, procure, price, and optimi…
agent$499from / mo731.7% above88% liveagent731.7% above median88% live
Showing only providers with a published price or a free plan. $29 = lowest observed monthly · Free = free to use · Free tier = free plan + paid options.