Supplier Management

{
  "niche": "supplier-management",
  "parent_sector": "manufacturing-industrial",
  "provider_type_pricing": {
    "slug": "supplier-management",
    "pricing_basis": "lowest_observed_monthly_usd",
    "provider_type_methodology": "commercial-form-v2",
    "provider_type_methodology_published_at": "2026-07-31",
    "blended": {
      "median": 30,
      "p25": null,
      "p75": null,
      "providers": 3
    },
    "by_provider_type": {
      "agent": {
        "median": null,
        "p25": null,
        "p75": null,
        "providers": 2,
        "publishable": false,
        "confidence": "insufficient",
        "reason": "Fewer than three comparable priced Agent-economy products are available."
      },
      "mcp": {
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        "publishable": false,
        "confidence": "insufficient",
        "reason": "Fewer than three comparable priced MCP servers are available."
      }
    },
    "recommended_cohort": null,
    "recommendation_reason": "Choose the cohort according to the commercial delivery type being assessed.",
    "fallback_context": null,
    "context_note": null
  },
  "crowding_level": "emerging",
  "observed_node_count": 3,
  "adjacent_niches": [
    "inventory-optimization",
    "iso-compliance-documentation",
    "production-schedule-optimization",
    "production-yield-optimization",
    "defect-detection-vision",
    "anomaly-classification-agent"
  ],
  "market_pulse": {
    "pulse": 49,
    "drivers": [
      "enterprise money present"
    ],
    "price_move_30d_pct": null,
    "money_share": 0.6,
    "entry_rate": 0,
    "alive_share": 1
  },
  "price_move": {
    "d_pct": 0,
    "w_pct": 0,
    "m_pct": 0,
    "comparable_agents": 3,
    "quarantined_agents": 0,
    "confidence": "high",
    "published": {
      "d": false,
      "w": false,
      "m": false
    },
    "held_reason": {
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      "w": {
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      "m": {
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    },
    "tier_series": {
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      "enterprise": [
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    },
    "tier_own_move": {
      "d": {
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      },
      "w": {
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      },
      "m": {
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      }
    },
    "tier_agents": {
      "individual": 1,
      "pro": 2,
      "team_sme": 2,
      "enterprise": 0
    },
    "obs_range": {
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    "tier_obs_range": {
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      "m": {
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      }
    }
  },
  "pricing": {
    "sampleSize": 9,
    "observed": 5,
    "byPersona": {
      "free": {
        "n": 2,
        "nPriced": 1,
        "reliability": "none",
        "median": 30,
        "p25": 30,
        "p75": 30,
        "min": 30,
        "max": 30,
        "mean": 30,
        "stdev": 0,
        "usageShare": 0
      },
      "individual": {
        "n": 3,
        "nPriced": 2,
        "reliability": "low",
        "median": 4.54,
        "p25": 2.31,
        "p75": 6.77,
        "min": 0.08,
        "max": 9,
        "mean": 4.54,
        "stdev": 6.31,
        "usageShare": 0.33
      },
      "pro": {
        "n": 1,
        "nPriced": 1,
        "reliability": "none",
        "median": 29,
        "p25": 29,
        "p75": 29,
        "min": 29,
        "max": 29,
        "mean": 29,
        "stdev": 0,
        "usageShare": 0
      },
      "team_sme": {
        "n": 2,
        "nPriced": 2,
        "reliability": "low",
        "median": 349.5,
        "p25": 224.25,
        "p75": 474.75,
        "min": 99,
        "max": 600,
        "mean": 349.5,
        "stdev": 354.26,
        "usageShare": 0
      },
      "enterprise": {
        "n": 3,
        "nPriced": 1,
        "reliability": "none",
        "median": 0.03,
        "p25": 0.03,
        "p75": 0.03,
        "min": 0.03,
        "max": 0.03,
        "mean": 0.03,
        "stdev": 0,
        "usageShare": 0.33
      }
    },
    "byPersonaMonthly": {
      "free": {
        "nMonthly": 1,
        "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": 0.33,
        "mixedBilling": true,
        "monthlyComparable": false
      },
      "pro": {
        "nMonthly": 1,
        "p25": null,
        "median": null,
        "p75": null,
        "confidence": "none",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": false
      },
      "team_sme": {
        "nMonthly": 2,
        "p25": 224.25,
        "median": 349.5,
        "p75": 474.75,
        "confidence": "low",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": true
      },
      "enterprise": {
        "nMonthly": 0,
        "p25": null,
        "median": null,
        "p75": null,
        "confidence": "none",
        "usageShare": 0.33,
        "mixedBilling": true,
        "monthlyComparable": false
      }
    },
    "byTierCohorts": {
      "status": "ok",
      "cohorts": [
        {
          "tier": "team_sme",
          "currency": "USD",
          "period": "month",
          "unit": "flat",
          "median": 349.5,
          "provider_count": 2,
          "plan_observation_count": 2,
          "data_confidence": 0.15,
          "data_confidence_basis": {
            "provider_component": 0.17,
            "observation_component": 0.1,
            "provider_count": 2,
            "plan_observation_count": 2
          },
          "reliability": "low",
          "members": [
            {
              "provider": "alibaba_mcp",
              "usd": 99
            },
            {
              "provider": "ai_agent_for_vendor_onboarding",
              "usd": 600
            }
          ]
        }
      ],
      "rejected": {
        "ambiguous_cadence": 2,
        "usage_not_monthly": 2,
        "free_or_zero": 1
      },
      "evidence": {
        "status": "ok",
        "single_observations": [],
        "observed_offers": [
          {
            "billing": "monthly",
            "unit": "flat",
            "count": 4,
            "offers": [
              {
                "provider": "ai_agent_for_vendor_onboarding",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$600 /month",
                "monthly_usd": 600
              },
              {
                "provider": "alibaba_mcp",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$9/mo",
                "monthly_usd": 9
              },
              {
                "provider": "alibaba_mcp",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$29/mo",
                "monthly_usd": 29
              },
              {
                "provider": "alibaba_mcp",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$99/mo",
                "monthly_usd": 99
              }
            ]
          },
          {
            "billing": "usage",
            "unit": "per_agent",
            "count": 2,
            "offers": [
              {
                "provider": "supplier_onboarding_agent",
                "tier": "individual",
                "billing": "usage",
                "unit": "per_agent",
                "price": "$0.08/agent run",
                "monthly_usd": null
              },
              {
                "provider": "supplier_onboarding_agent",
                "tier": "enterprise",
                "billing": "usage",
                "unit": "per_agent",
                "price": "$0.03/agent run",
                "monthly_usd": null
              }
            ]
          },
          {
            "billing": "unspecified_period",
            "unit": "flat",
            "count": 2,
            "offers": [
              {
                "provider": "manufacturing_procurement_opti",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom Pricing",
                "monthly_usd": null
              },
              {
                "provider": "procbay_2",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom quote",
                "monthly_usd": null
              }
            ]
          }
        ],
        "coverage": {
          "priced_providers": 5,
          "normalized_observations": 4,
          "comparable_providers": 2,
          "strict_cohorts": 1,
          "exclusion_reasons": {
            "ambiguous_cadence": 2,
            "usage_not_monthly": 2,
            "free_or_zero": 1
          }
        }
      }
    },
    "billingMix": {
      "contact_sales": 2,
      "freemium": 2,
      "usage": 1
    },
    "freeTierShare": 0.4,
    "medianLowestUsd": 30
  },
  "movement": null,
  "index_series": {
    "series": [
      {
        "day": "2026-07-19",
        "index": 100,
        "pairs": 3,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-20",
        "index": 100,
        "pairs": 4,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-21",
        "index": 100,
        "pairs": 4,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-22",
        "index": 100,
        "pairs": 4,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-23",
        "index": 100,
        "pairs": 4,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-24",
        "index": 100,
        "pairs": 4,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-25",
        "index": 100,
        "pairs": 4,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-26",
        "index": 100,
        "pairs": 4,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-27",
        "index": 100,
        "pairs": 4,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-28",
        "index": 100,
        "pairs": 4,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-29",
        "index": 100,
        "pairs": 5,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-30",
        "index": 100,
        "pairs": 4,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-31",
        "index": 100,
        "pairs": 4,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-01",
        "index": 100,
        "pairs": 4,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-02",
        "index": 100,
        "pairs": 4,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-03",
        "index": 100,
        "pairs": 4,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-04",
        "index": 100,
        "pairs": 4,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-05",
        "index": 100,
        "pairs": 4,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-06",
        "index": 100,
        "pairs": 4,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-07",
        "index": 100,
        "pairs": 4,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-08",
        "index": 100,
        "pairs": 4,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-09",
        "index": 100,
        "pairs": 5,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-10",
        "index": 100,
        "pairs": 5,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-11",
        "index": 100,
        "pairs": 5,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-12",
        "index": 100,
        "pairs": 5,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-13",
        "index": 100,
        "pairs": 5,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-14",
        "index": 100,
        "pairs": 5,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-15",
        "index": 100,
        "pairs": 5,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-16",
        "index": 100,
        "pairs": 5,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-17",
        "index": 100,
        "pairs": 5,
        "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_vendor_onboarding",
      "name": "Ai Agent For Vendor Onboarding",
      "url": "https://stackone.com/use-cases/ai-agent-vendor-onboarding-compliance",
      "short_summary": "provides an integration layer that connects AI agents to compliance, document, ticketing, and messaging systems to automate vendor onboarding (document collect…",
      "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 higher credit allowances and advanced connector and security features."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "alibaba_mcp",
      "name": "Alibaba",
      "url": "https://nosha.dev/alibaba-mcp/",
      "short_summary": "Alibaba MCP gives any MCP client direct access to Alibaba.com product and supplier data. Search listings by keyword, pull full product detail (pricing tiers, s…",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 9,
        "monthly_usd": 9,
        "headline": "Free tier, then from $9/mo",
        "summary": "Free tier, then from $9/mo. Alibaba MCP offers a free plan with 20 calls per month and paid monthly plans from $9 to $99."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "db_ask_procurement",
      "name": "D&B Ask Procurement",
      "url": "https://ibm.com/new/announcements/introducing-d-b-ask-procurement-a-new-ai-assistant-designed-to-accelerate-procurement-and-supplier-risk-decisions",
      "short_summary": "accelerates procurement and supplier risk decisions by querying supplier insights, analyzing supply chain risks/opportunities, and identifying suppliers for en…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "The announcement describes D&B Ask Procurement’s capabilities but provides no public pricing or billing details."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "manufacturing_procurement_opti",
      "name": "Manufacturing Procurement Optimization AI Agent",
      "url": "https://domo.com/ai/agents/manufacturing-procurement",
      "short_summary": "Streamlines procurement decisions by forecasting SKU-level demand, selecting optimal vendors based on price and performance, and simulating vendor negotiation…",
      "price": {
        "observed": true,
        "billing": "contact_sales",
        "lowest_monthly_usd": 30,
        "monthly_usd": 30,
        "headline": "Contact sales (no public price)",
        "summary": "Contact sales (no public price). Domo offers a 30-day free trial, while ongoing platform access is custom-priced through a sales process."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "supplier_onboarding_agent",
      "name": "Supplier Onboarding Agent",
      "url": "https://lyzr.ai/blueprints/procurement/supplier-onboarding-agent",
      "short_summary": "automates supplier onboarding including vendor data collection, compliance verification, and documentation",
      "price": {
        "observed": true,
        "billing": "usage",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Paid (price not published)",
        "summary": "Lyzr charges per agent run, with pricing of $0.08 per run on its cloud or $0.03 per run for VPC/on-prem deployments, plus applicable usage costs."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "supplier_quality_notification_",
      "name": "Supplier Quality Notification Agent",
      "url": "https://cassidyai.com/solutions/supplier-quality-notification-agent",
      "short_summary": "Auto-generates supplier quality notifications when quality issues are flagged, including evidence, timelines, and required corrective actions",
      "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 Supplier Quality Notification Agent; prospective customers are directed to contact the team or book a demo."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "lbpi",
      "name": "Lbpi",
      "url": "https://lbpi.ai/",
      "short_summary": "AI-native procurement platform with autonomous agents for supplier discovery and management, sourcing, contract lifecycle management, spend analytics, complian…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "LBPI publicly describes its procurement platform but does not provide a reliable subscription price or plan structure in the supplied page content."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    },
    {
      "agent_id": "pactum_procurement_agents",
      "name": "Pactum Procurement Agents",
      "url": "https://pactum.com/procurement-agents",
      "short_summary": "A suite of AI agents for enterprise procurement that handles tactical sourcing, post-sourcing negotiations, and sole-source requisition negotiations with suppl…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public pricing or subscription terms are shown on the homepage or pricing page."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    },
    {
      "agent_id": "procbay_2",
      "name": "Procbay 2",
      "url": "https://procbay.com/platform-supplier-lifecycle",
      "short_summary": "AI-powered procurement platform with specialized agents for supplier lifecycle management, contract intelligence, and sourcing workflows. Features 10+ AI agent…",
      "price": {
        "observed": true,
        "billing": "contact_sales",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Contact sales (no public price)",
        "summary": "Procbay presents a modular procurement platform with pricing available by custom quote rather than a public numeric rate."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    }
  ],
  "platforms_also_here": [
    {
      "agent_id": "flowie",
      "name": "Flowie",
      "url": "https://get-flowie.com/en/lp/gartner/the-ultimate-procurement-and-finance-operations-platform",
      "short_summary": "Agentic AI platform for finance and procurement operations with multi-ERP orchestration. Features AI agents for invoice processing, approval workflows, collect…",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 13.89,
        "monthly_usd": 16.07,
        "headline": "Free tier, then from $13.89/mo",
        "summary": "Free tier, then from $13.89/mo. Flowie offers a freemium model with a free tier (€0, up to 24 docs/month), a usage-based Growth plan starting from €12/month, and custom Enterprise pricing."
      },
      "home_niche": "procure-to-pay-agent",
      "also_covers": true,
      "upvotes": 0
    }
  ],
  "page_url": "https://agentery.com/market/supplier-management",
  "summary": {
    "niche": "supplier-management",
    "sector": "manufacturing-industrial",
    "pricing_by_provider_type": {
      "headline": "No published benchmark for supplier-management 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": "supplier-management"
        },
        "note": "add provider_type + buyer_tier for a specific cohort"
      }
    },
    "page_url": "https://agentery.com/market/supplier-management",
    "counts": {
      "listings_with_price_capture": 9,
      "listings_with_observed_public_price": 5,
      "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": "team_sme",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 349.5,
        "provider_count": 2,
        "plan_observation_count": 2,
        "data_confidence": 0.15,
        "data_confidence_basis": {
          "provider_component": 0.17,
          "observation_component": 0.1,
          "provider_count": 2,
          "plan_observation_count": 2
        },
        "reliability": "low",
        "members": [
          {
            "provider": "alibaba_mcp",
            "usd": 99
          },
          {
            "provider": "ai_agent_for_vendor_onboarding",
            "usd": 600
          }
        ]
      }
    ],
    "pricing_coverage": {
      "listings_with_price_capture": 9,
      "listings_with_observed_public_price": 5,
      "normalized_observations": 4,
      "comparable_providers": 2,
      "strict_cohorts": 1,
      "exclusion_reasons": {
        "ambiguous_cadence": 2,
        "usage_not_monthly": 2,
        "free_or_zero": 1
      }
    },
    "pricing_note": "Provider-deduped, FX-normalized monthly medians, separated by buyer tier AND billing unit (flat/per_seat/per_user/per_agent) — incompatible units are never blended. Ranges (p25/p75) only at >=5 providers; data_confidence is provider-count-weighted. Usage-metered, promo, range, one-time and ambiguous-cadence plans are excluded.",
    "pricing_excluded_observations": {
      "ambiguous_cadence": 2,
      "usage_not_monthly": 2,
      "free_or_zero": 1
    },
    "billing_mix": {
      "contact_sales": 2,
      "freemium": 2,
      "usage": 1
    },
    "free_tier_share": 0.4,
    "top_providers": [
      {
        "agent_id": "ai_agent_for_vendor_onboarding",
        "name": "Ai Agent For Vendor Onboarding",
        "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 higher credit allowances and advanced connector and security features."
        },
        "observed": true
      },
      {
        "agent_id": "alibaba_mcp",
        "name": "Alibaba",
        "price": {
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 9,
          "monthly_usd": 9,
          "headline": "Free tier, then from $9/mo",
          "summary": "Free tier, then from $9/mo. Alibaba MCP offers a free plan with 20 calls per month and paid monthly plans from $9 to $99."
        },
        "observed": true
      },
      {
        "agent_id": "db_ask_procurement",
        "name": "D&B Ask Procurement",
        "price": {
          "observed": false,
          "billing": "not_found",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "No public price found",
          "summary": "The announcement describes D&B Ask Procurement’s capabilities but provides no public pricing or billing details."
        },
        "observed": false
      },
      {
        "agent_id": "manufacturing_procurement_opti",
        "name": "Manufacturing Procurement Optimization AI Agent",
        "price": {
          "observed": true,
          "billing": "contact_sales",
          "lowest_monthly_usd": 30,
          "monthly_usd": 30,
          "headline": "Contact sales (no public price)",
          "summary": "Contact sales (no public price). Domo offers a 30-day free trial, while ongoing platform access is custom-priced through a sales process."
        },
        "observed": true
      },
      {
        "agent_id": "supplier_onboarding_agent",
        "name": "Supplier Onboarding Agent",
        "price": {
          "observed": true,
          "billing": "usage",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "Paid (price not published)",
          "summary": "Lyzr charges per agent run, with pricing of $0.08 per run on its cloud or $0.03 per run for VPC/on-prem deployments, plus applicable usage costs."
        },
        "observed": true
      }
    ],
    "suggested_next_calls": [
      {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "supplier-management"
        },
        "purpose": "full observed price distribution + per-tier medians for this niche"
      },
      {
        "tool": "niche_report",
        "arguments": {
          "niche": "supplier-management",
          "response_mode": "full"
        },
        "purpose": "the complete report incl. index series and tier decomposition"
      },
      {
        "tool": "suggest_alternatives",
        "arguments": {
          "agent_id": "ai_agent_for_vendor_onboarding"
        },
        "purpose": "comparable (optionally cheaper) providers to a named agent"
      },
      {
        "tool": "get_agent_profile",
        "arguments": {
          "agent_id": "ai_agent_for_vendor_onboarding"
        },
        "purpose": "full profile, integrations and pricing for one provider"
      }
    ]
  }
}