Freight Shipping Coordinator

{
  "niche": "freight-shipping-coordinator",
  "parent_sector": "logistics-supply-chain",
  "provider_type_pricing": {
    "slug": "freight-shipping-coordinator",
    "pricing_basis": "lowest_observed_monthly_usd",
    "provider_type_methodology": "commercial-form-v2",
    "provider_type_methodology_published_at": "2026-07-31",
    "blended": {
      "median": 53.95,
      "p25": null,
      "p75": null,
      "providers": 2
    },
    "by_provider_type": {
      "agent": {
        "median": null,
        "p25": null,
        "p75": null,
        "providers": 1,
        "publishable": false,
        "confidence": "insufficient",
        "reason": "Fewer than three comparable priced Agent-economy products are available."
      },
      "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": "sparse",
  "observed_node_count": 1,
  "adjacent_niches": [
    "shipping-rate-negotiation",
    "freight-broker-workflow",
    "freight-invoice-audit-agent",
    "warehouse-picking-optimization",
    "route-optimization",
    "inventory-tracking-agent"
  ],
  "market_pulse": {
    "pulse": 44,
    "drivers": [
      "enterprise money present",
      "1 new builder in 30d"
    ],
    "price_move_30d_pct": null,
    "money_share": 0.3333333333333333,
    "entry_rate": 0.06666666666666667,
    "alive_share": 1
  },
  "price_move": {
    "d_pct": 0,
    "w_pct": 0,
    "m_pct": 0,
    "comparable_agents": 2,
    "quarantined_agents": 0,
    "confidence": "thin",
    "published": {
      "d": false,
      "w": false,
      "m": false
    },
    "held_reason": {
      "d": null,
      "w": null,
      "m": null
    },
    "driver": {
      "d": null,
      "w": null,
      "m": null
    },
    "tier_contribution": {
      "d": {
        "individual": 0,
        "pro": 0,
        "team_sme": 0,
        "enterprise": 0
      },
      "w": {
        "individual": 0,
        "pro": 0,
        "team_sme": 0,
        "enterprise": 0
      },
      "m": {
        "individual": 0,
        "pro": 0,
        "team_sme": 0,
        "enterprise": 0
      }
    },
    "tier_series": {
      "individual": [
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100
      ],
      "pro": [
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100
      ],
      "team_sme": [
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100
      ],
      "enterprise": [
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100
      ]
    },
    "tier_own_move": {
      "d": {
        "individual": 0,
        "pro": 0,
        "team_sme": 0,
        "enterprise": 0
      },
      "w": {
        "individual": 0,
        "pro": 0,
        "team_sme": 0,
        "enterprise": 0
      },
      "m": {
        "individual": 0,
        "pro": 0,
        "team_sme": 0,
        "enterprise": 0
      }
    },
    "tier_agents": {
      "individual": 1,
      "pro": 2,
      "team_sme": 0,
      "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": 10,
    "observed": 6,
    "byPersona": {
      "free": {
        "n": 6,
        "nPriced": 0,
        "reliability": "none",
        "median": null,
        "p25": null,
        "p75": null,
        "min": null,
        "max": null,
        "mean": null,
        "stdev": null,
        "usageShare": 0
      },
      "individual": {
        "n": 2,
        "nPriced": 2,
        "reliability": "low",
        "median": 4.58,
        "p25": 2.41,
        "p75": 6.74,
        "min": 0.25,
        "max": 8.9,
        "mean": 4.58,
        "stdev": 6.12,
        "usageShare": 0.5
      },
      "pro": {
        "n": 5,
        "nPriced": 5,
        "reliability": "medium",
        "median": 98.9,
        "p25": 48.9,
        "p75": 99,
        "min": 28.9,
        "max": 99,
        "mean": 74.94,
        "stdev": 33.65,
        "usageShare": 0
      },
      "team_sme": {
        "n": 2,
        "nPriced": 2,
        "reliability": "low",
        "median": 170,
        "p25": 155,
        "p75": 185,
        "min": 140,
        "max": 200,
        "mean": 170,
        "stdev": 42.43,
        "usageShare": 0.5
      },
      "enterprise": {
        "n": 4,
        "nPriced": 0,
        "reliability": "none",
        "median": null,
        "p25": null,
        "p75": null,
        "min": null,
        "max": null,
        "mean": null,
        "stdev": null,
        "usageShare": 0
      }
    },
    "byPersonaMonthly": {
      "free": {
        "nMonthly": 0,
        "p25": null,
        "median": null,
        "p75": null,
        "confidence": "none",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": false
      },
      "individual": {
        "nMonthly": 1,
        "p25": null,
        "median": null,
        "p75": null,
        "confidence": "none",
        "usageShare": 0.5,
        "mixedBilling": true,
        "monthlyComparable": false
      },
      "pro": {
        "nMonthly": 5,
        "p25": 48.9,
        "median": 98.9,
        "p75": 99,
        "confidence": "medium",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": true
      },
      "team_sme": {
        "nMonthly": 1,
        "p25": null,
        "median": null,
        "p75": null,
        "confidence": "none",
        "usageShare": 0.5,
        "mixedBilling": true,
        "monthlyComparable": false
      },
      "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": 73.95,
          "provider_count": 2,
          "plan_observation_count": 5,
          "data_confidence": 0.18,
          "data_confidence_basis": {
            "provider_component": 0.17,
            "observation_component": 0.25,
            "provider_count": 2,
            "plan_observation_count": 5
          },
          "reliability": "low",
          "members": [
            {
              "provider": "shipi",
              "usd": 48.9
            },
            {
              "provider": "ratesagent",
              "usd": 99
            }
          ]
        }
      ],
      "rejected": {
        "ambiguous_cadence": 4,
        "usage_not_monthly": 2,
        "unrankable_or_unparseable": 1
      },
      "evidence": {
        "status": "ok",
        "single_observations": [],
        "observed_offers": [
          {
            "billing": "monthly",
            "unit": "flat",
            "count": 6,
            "offers": [
              {
                "provider": "ratesagent",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$99/month",
                "monthly_usd": 99
              },
              {
                "provider": "ratesagent",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$99/month",
                "monthly_usd": 99
              },
              {
                "provider": "shipi",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$8.9 /mo",
                "monthly_usd": 8.9
              },
              {
                "provider": "shipi",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$28.9 /mo",
                "monthly_usd": 28.9
              },
              {
                "provider": "shipi",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$48.9 /mo",
                "monthly_usd": 48.9
              },
              {
                "provider": "shipi",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$98.9 /mo",
                "monthly_usd": 98.9
              }
            ]
          },
          {
            "billing": "usage",
            "unit": "flat",
            "count": 2,
            "offers": [
              {
                "provider": "shipi",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.25 / shipment",
                "monthly_usd": null
              },
              {
                "provider": "warp_freight",
                "tier": "team_sme",
                "billing": "usage",
                "unit": "flat",
                "price": "$140/pallet",
                "monthly_usd": null
              }
            ]
          },
          {
            "billing": "unspecified_period",
            "unit": "flat",
            "count": 4,
            "offers": [
              {
                "provider": "ocean_schedules",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact sales",
                "monthly_usd": null
              },
              {
                "provider": "ocean_schedules",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact sales",
                "monthly_usd": null
              },
              {
                "provider": "ratesagent",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact Us",
                "monthly_usd": null
              },
              {
                "provider": "ratesagent",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact Us",
                "monthly_usd": null
              }
            ]
          }
        ],
        "coverage": {
          "priced_providers": 4,
          "normalized_observations": 6,
          "comparable_providers": 2,
          "strict_cohorts": 1,
          "exclusion_reasons": {
            "ambiguous_cadence": 4,
            "usage_not_monthly": 2,
            "unrankable_or_unparseable": 1
          }
        }
      }
    },
    "billingMix": {
      "freemium": 4,
      "usage": 1,
      "free": 1
    },
    "freeTierShare": 0.83,
    "medianLowestUsd": 53.95
  },
  "movement": null,
  "index_series": {
    "series": [
      {
        "day": "2026-07-20",
        "index": 100,
        "pairs": 3,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-21",
        "index": 100,
        "pairs": 3,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-22",
        "index": 100,
        "pairs": 3,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-23",
        "index": 100,
        "pairs": 3,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-24",
        "index": 100,
        "pairs": 3,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-25",
        "index": 100,
        "pairs": 3,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-26",
        "index": 100,
        "pairs": 3,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-27",
        "index": 100,
        "pairs": 3,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-28",
        "index": 100,
        "pairs": 3,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-29",
        "index": 100,
        "pairs": 3,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-30",
        "index": 100,
        "pairs": 3,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-31",
        "index": 100,
        "pairs": 3,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-01",
        "index": 100,
        "pairs": 3,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-02",
        "index": 100,
        "pairs": 3,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-03",
        "index": 100,
        "pairs": 3,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-04",
        "index": 100,
        "pairs": 3,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-05",
        "index": 100,
        "pairs": 3,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-06",
        "index": 100,
        "pairs": 3,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-07",
        "index": 100,
        "pairs": 3,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-08",
        "index": 100,
        "pairs": 3,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-09",
        "index": 100,
        "pairs": 3,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-10",
        "index": 100,
        "pairs": 3,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-11",
        "index": 100,
        "pairs": 3,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-12",
        "index": 100,
        "pairs": 3,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-13",
        "index": 100,
        "pairs": 3,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-14",
        "index": 100,
        "pairs": 3,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-15",
        "index": 100,
        "pairs": 3,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-16",
        "index": 100,
        "pairs": 3,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-17",
        "index": 100,
        "pairs": 3,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-18",
        "index": 100,
        "pairs": 3,
        "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": "secureship_docs",
      "name": "Multi-Carrier Shipping API",
      "url": "https://secureship.ca",
      "short_summary": "provides multi-carrier shipping API access for rate comparison, label generation, package tracking, pickup scheduling, address book management, shipment histor…",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Free tier + paid plans (price not published)",
        "summary": "Secureship offers discount shipping with no monthly fee and an own-account option that is free below 200 labels per month, with per-label charges above that threshold."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "shipi",
      "name": "Shipi",
      "url": "https://myshipi.com/mcp",
      "short_summary": "Manage shipping workflows by creating labels, tracking packages, scheduling carrier pickups, and comparing rates from multiple carriers",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 8.9,
        "monthly_usd": 8.9,
        "headline": "Free tier, then from $8.9/mo",
        "summary": "Free tier, then from $8.9/mo. Shipi offers a permanent free tier with 50 lifetime shipments, paid plans from $8.9/month to $98.9/month, and a listed $0.25 per-shipment overage charge."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "warp_freight",
      "name": "Model Context Protocol Server",
      "url": "https://wearewarp.com/only-ai-bookable-freight",
      "short_summary": "Quotes, books, and tracks freight (LTL, FTL, cargo van, box truck) end to end, bookable by AI agents",
      "price": {
        "observed": true,
        "billing": "usage",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Paid (price not published)",
        "summary": "Warp publicly displays route-specific LTL shipping rates charged per pallet, with observed prices ranging from $140 to $553 per pallet."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "freya_ai_agent_for_freight",
      "name": "Freya Ai Agent For Freight",
      "url": "https://expedock.com/product/freya-ai-agent",
      "short_summary": "Manages freight email inbox, coordinates with carriers/customers/vendors, generates quotes, handles documentation and back-office tasks across freight mileston…",
      "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": "ocean_schedules",
      "name": "Ocean Schedules",
      "url": "https://schedulesmcp.com",
      "short_summary": "Ocean freight sailing schedules & carrier on-time reliability. Compare carriers on any lane before you book: 72,000+ forward sailings, 5,000+ port-pairs, relia…",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Free tier + paid plans (price not published)",
        "summary": "SchedulesMCP offers free demo-lane searches, while Starter and Business plans are priced according to volume through contact sales."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "agentic_workforce_ai_freight",
      "name": "AI Freight Agent",
      "url": "https://agenticworkforce.io/ai-agent-for-freight-management",
      "short_summary": "Coordinates freight and shipment management end-to-end, from schedule retrieval and rate sourcing to booking, document preparation, and shipment tracking",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public pricing is shown for the freight management AI agent."
      },
      "evidence_quality": "low",
      "upvotes": 0
    },
    {
      "agent_id": "ratesagent",
      "name": "Ratesagent",
      "url": "https://ratesagent.ai/",
      "short_summary": "AI agent that connects shippers with logistics providers for container shipping worldwide. Automatically collects competitive quotes from relevant freight forw…",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 99,
        "monthly_usd": 99,
        "headline": "Free tier, then from $99/mo",
        "summary": "Free tier, then from $99/mo. RatesAgent.AI offers a freemium model with free tiers ($0/month) for both logistics clients and providers, plus paid Pro plans at $99/month, and custom Enterprise pricing."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    },
    {
      "agent_id": "shippo_mcp",
      "name": "Shippo",
      "url": "https://docs.goshippo.com/docs/Guides_general/MCPServer",
      "short_summary": "MCP server that connects AI assistants to Shippo's shipping API. Enables natural language interaction for comparing rates, buying labels, tracking packages, va…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "The Shippo MCP Server documentation describes account-based access and shipping operations but provides no public pricing."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    },
    {
      "agent_id": "warp_agent_mcp",
      "name": "Warp Agent",
      "url": "https://github.com/warpfreight/warp-agent-mcp",
      "short_summary": "Open-source MCP server for the Warp freight API. Enables compatible AI agents to quote, book, track, and manage LTL, FTL, cargo van, and box-truck shipments.",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public pricing for warp-agent-mcp is shown; the available pricing page is for GitHub rather than the project."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    },
    {
      "agent_id": "warp_freight_mcp",
      "name": "Warp Freight",
      "url": "https://claudemarketplaces.com/mcp/warpfreight/warp-agent-mcp",
      "short_summary": "MCP server connecting Claude to Warp's freight API for quoting, booking, and tracking shipments across LTL, FTL, cargo van, and box truck modes. Provides 23 to…",
      "price": {
        "observed": true,
        "billing": "free",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Free",
        "summary": "Warp Agent MCP is listed at 0USD and is described as open source under the MIT license, with no billing period specified."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    }
  ],
  "platforms_also_here": [],
  "page_url": "https://agentery.com/market/freight-shipping-coordinator",
  "summary": {
    "niche": "freight-shipping-coordinator",
    "sector": "logistics-supply-chain",
    "pricing_by_provider_type": {
      "headline": "No published benchmark for freight-shipping-coordinator yet — too few comparable priced providers.",
      "benchmarks": [],
      "warnings": [
        "No priced providers meet the benchmark bar for this scope."
      ],
      "full_pricing_via": {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "freight-shipping-coordinator"
        },
        "note": "add provider_type + buyer_tier for a specific cohort"
      }
    },
    "page_url": "https://agentery.com/market/freight-shipping-coordinator",
    "counts": {
      "listings_with_price_capture": 10,
      "listings_with_observed_public_price": 6,
      "providers_with_numeric_monthly_price_latest_scan": null,
      "like_for_like_comparable_pairs": null
    },
    "movement": {
      "d": {
        "published": false,
        "value_pct": null,
        "held_reason": null
      },
      "w": {
        "published": false,
        "value_pct": null,
        "held_reason": null
      },
      "m": {
        "published": false,
        "value_pct": null,
        "held_reason": null
      }
    },
    "pricing_version": "cohorts-1",
    "pricing_status": "ok",
    "pricing_by_tier": [
      {
        "tier": "pro",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 73.95,
        "provider_count": 2,
        "plan_observation_count": 5,
        "data_confidence": 0.18,
        "data_confidence_basis": {
          "provider_component": 0.17,
          "observation_component": 0.25,
          "provider_count": 2,
          "plan_observation_count": 5
        },
        "reliability": "low",
        "members": [
          {
            "provider": "shipi",
            "usd": 48.9
          },
          {
            "provider": "ratesagent",
            "usd": 99
          }
        ]
      }
    ],
    "pricing_coverage": {
      "listings_with_price_capture": 10,
      "listings_with_observed_public_price": 6,
      "normalized_observations": 6,
      "comparable_providers": 2,
      "strict_cohorts": 1,
      "exclusion_reasons": {
        "ambiguous_cadence": 4,
        "usage_not_monthly": 2,
        "unrankable_or_unparseable": 1
      }
    },
    "pricing_note": "Provider-deduped, FX-normalized monthly medians, separated by buyer tier AND billing unit (flat/per_seat/per_user/per_agent) — incompatible units are never blended. Ranges (p25/p75) only at >=5 providers; data_confidence is provider-count-weighted. Usage-metered, promo, range, one-time and ambiguous-cadence plans are excluded.",
    "pricing_excluded_observations": {
      "ambiguous_cadence": 4,
      "usage_not_monthly": 2,
      "unrankable_or_unparseable": 1
    },
    "billing_mix": {
      "freemium": 4,
      "usage": 1,
      "free": 1
    },
    "free_tier_share": 0.83,
    "top_providers": [
      {
        "agent_id": "secureship_docs",
        "name": "Multi-Carrier Shipping API",
        "price": {
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "Free tier + paid plans (price not published)",
          "summary": "Secureship offers discount shipping with no monthly fee and an own-account option that is free below 200 labels per month, with per-label charges above that threshold."
        },
        "observed": true
      },
      {
        "agent_id": "shipi",
        "name": "Shipi",
        "price": {
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 8.9,
          "monthly_usd": 8.9,
          "headline": "Free tier, then from $8.9/mo",
          "summary": "Free tier, then from $8.9/mo. Shipi offers a permanent free tier with 50 lifetime shipments, paid plans from $8.9/month to $98.9/month, and a listed $0.25 per-shipment overage charge."
        },
        "observed": true
      },
      {
        "agent_id": "warp_freight",
        "name": "Model Context Protocol Server",
        "price": {
          "observed": true,
          "billing": "usage",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "Paid (price not published)",
          "summary": "Warp publicly displays route-specific LTL shipping rates charged per pallet, with observed prices ranging from $140 to $553 per pallet."
        },
        "observed": true
      },
      {
        "agent_id": "freya_ai_agent_for_freight",
        "name": "Freya Ai Agent For Freight",
        "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": "ocean_schedules",
        "name": "Ocean Schedules",
        "price": {
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "Free tier + paid plans (price not published)",
          "summary": "SchedulesMCP offers free demo-lane searches, while Starter and Business plans are priced according to volume through contact sales."
        },
        "observed": true
      }
    ],
    "suggested_next_calls": [
      {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "freight-shipping-coordinator"
        },
        "purpose": "full observed price distribution + per-tier medians for this niche"
      },
      {
        "tool": "niche_report",
        "arguments": {
          "niche": "freight-shipping-coordinator",
          "response_mode": "full"
        },
        "purpose": "the complete report incl. index series and tier decomposition"
      },
      {
        "tool": "suggest_alternatives",
        "arguments": {
          "agent_id": "secureship_docs"
        },
        "purpose": "comparable (optionally cheaper) providers to a named agent"
      },
      {
        "tool": "get_agent_profile",
        "arguments": {
          "agent_id": "secureship_docs"
        },
        "purpose": "full profile, integrations and pricing for one provider"
      }
    ]
  }
}