Product Listing Optimization Ecom

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            "offers": [
              {
                "provider": "beam_ai_catalog_entry",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "saleslayer_mcp",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Get a quote",
                "monthly_usd": null
              },
              {
                "provider": "saleslayer_mcp",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Get a quote",
                "monthly_usd": null
              },
              {
                "provider": "saleslayer_mcp",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Get a quote",
                "monthly_usd": null
              },
              {
                "provider": "saleslayer_mcp",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Get a quote",
                "monthly_usd": null
              },
              {
                "provider": "seerxo",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "vyrill",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact Us",
                "monthly_usd": null
              }
            ]
          }
        ],
        "coverage": {
          "priced_providers": 12,
          "normalized_observations": 23,
          "comparable_providers": 11,
          "strict_cohorts": 3,
          "exclusion_reasons": {
            "usage_not_monthly": 1,
            "ambiguous_cadence": 7,
            "promo": 4,
            "one_time": 3
          }
        }
      }
    },
    "quoteOnlyProvidersByTier": {
      "individual": 0,
      "pro": 0,
      "team_sme": 0,
      "enterprise": 4
    },
    "billingMix": {
      "freemium": 8,
      "subscription": 4,
      "contact_sales": 1
    },
    "freeTierShare": 0.62,
    "medianLowestUsd": 29
  },
  "movement": {
    "niche": "product-listing-optimization-ecom",
    "sector": "ecommerce-retail",
    "pricedNow": 11,
    "pairs": 11,
    "repriced": [
      {
        "handle": "skulayer",
        "from": 33.32,
        "to": 33.43,
        "pct": 0.3
      },
      {
        "handle": "koongo_com",
        "from": 39.29,
        "to": 39.23,
        "pct": -0.2
      }
    ],
    "newlyPriced": [],
    "droppedFromPriced": [],
    "likeForLikePct": 0,
    "kind": "repricing",
    "narrative": "Genuine repricing: 2 agents repriced — 1 up, 1 down."
  },
  "index_series": {
    "series": [
      {
        "day": "2026-09-27",
        "index": 100,
        "pairs": 22,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-28",
        "index": 100,
        "pairs": 22,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-29",
        "index": 100,
        "pairs": 22,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-30",
        "index": 100,
        "pairs": 20,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-01",
        "index": 100,
        "pairs": 23,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-02",
        "index": 100,
        "pairs": 23,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-03",
        "index": 100,
        "pairs": 23,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-04",
        "index": 100,
        "pairs": 25,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-05",
        "index": 100,
        "pairs": 17,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-06",
        "index": 100,
        "pairs": 17,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-07",
        "index": 100,
        "pairs": 20,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-08",
        "index": 100,
        "pairs": 20,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-09",
        "index": 100,
        "pairs": 22,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-10",
        "index": 100,
        "pairs": 22,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-11",
        "index": 100,
        "pairs": 22,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-12",
        "index": 100,
        "pairs": 22,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-13",
        "index": 100,
        "pairs": 23,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-14",
        "index": 100,
        "pairs": 23,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-15",
        "index": 100,
        "pairs": 23,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-16",
        "index": 100,
        "pairs": 23,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-17",
        "index": 100,
        "pairs": 23,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-18",
        "index": 100,
        "pairs": 23,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-19",
        "index": 100,
        "pairs": 23,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-20",
        "index": 100,
        "pairs": 21,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-21",
        "index": 100,
        "pairs": 21,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-22",
        "index": 100,
        "pairs": 21,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-23",
        "index": 100,
        "pairs": 23,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-24",
        "index": 100,
        "pairs": 23,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-25",
        "index": 100,
        "pairs": 23,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-26",
        "index": 100,
        "pairs": 23,
        "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": "feed_agent",
      "name": "Feed Agent",
      "url": "https://www.feedoptimise.com/product/ai-feed-agent",
      "short_summary": "Manages product feeds across shopping channels, audits feed data, diagnoses Google Merchant Center disapprovals, runs imports and syncs, and optimizes product…",
      "price": {
        "observed": false,
        "billing": "usage",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "The pricing page describes a pay-per-use, unit-based model with expandable quotas and a 7-day no-charge trial, but the supplied page text does not expose plan names or readable prices."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "airshelfai_agentic_commerce_pl",
      "name": "AirShelf AI",
      "url": "https://airshelf.ai/",
      "short_summary": "Orchestrates and optimizes product catalog data to make stores AI-ready and sellable through AI shopping agents (ChatGPT, Gemini, Perplexity, Claude), measurin…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public pricing for AirShelf's SaaS offering was observed; the homepage only shows prices for a showcased printer product."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "clearlist",
      "name": "Clearlist",
      "url": "https://clearlist.me/developers",
      "short_summary": "ClearList is an AI resale manager. You photograph the things you are selling, AI writes each listing (title, description, condition, dimensions, weight, transp…",
      "price": {
        "commercial": {
          "currency": "USD",
          "lines": [
            {
              "name": "Free",
              "price": "$0",
              "kind": "free",
              "billed": "monthly"
            },
            {
              "name": "Move Sale",
              "price": "$20",
              "kind": "one_off",
              "billed": "one_off"
            },
            {
              "name": "Garage Sale",
              "price": "$39",
              "kind": "one_off",
              "billed": "one_off"
            }
          ]
        },
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Free; Move Sale $20 (one-time)",
        "summary": "Free; Move Sale $20 (one-time). ClearList offers a permanent free tier plus $20 and $39 one-time passes lasting 30 and 60 days, respectively."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "feedshine",
      "name": "Feedshine",
      "url": "https://feedshine.app/help/connect-ai-assistants",
      "short_summary": "Fix and improve your Shopify product feeds from your AI assistant.\n\nGrow sales on Google, Meta, Microsoft, TikTok, Pinterest, and more. FeedShine connects your…",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Paid plan",
            "monthly_native": 29,
            "monthly_usd": 29,
            "commitment": "monthly",
            "basis": "$29/month",
            "billing_verified": true
          },
          "currency": "USD",
          "lines": [
            {
              "name": "Free",
              "price": "$0",
              "kind": "free",
              "billed": "monthly"
            },
            {
              "name": "Paid plan",
              "price": "$29 a month",
              "kind": "base_subscription",
              "billed": "monthly"
            }
          ]
        },
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 29,
        "monthly_usd": 29,
        "headline": "Free plan; paid from $29/mo",
        "summary": "Free plan; paid from $29/mo. FeedShine offers a free starting option and paid monthly plans beginning at $29 for 1,000 products and 3 feeds."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "koongo_com",
      "name": "Koongo Com",
      "url": "https://www.koongo.com",
      "short_summary": "Koongo is an e-commerce solution that helps online merchants sell everywhere - connecting their product catalogue to 500+ sales channels through product feed m…",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Lite",
            "monthly_native": 35,
            "monthly_usd": 39.21,
            "commitment": "monthly",
            "basis": "€35/month",
            "billing_verified": true
          },
          "currency": "EUR",
          "notes": [
            "prices in EUR as published; USD figures are conversions at 2026-10-25"
          ],
          "lines": [
            {
              "name": "Free",
              "price": "€ 0 per month",
              "kind": "free",
              "billed": "monthly"
            },
            {
              "name": "Lite",
              "price": "€ 35 per month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Starter",
              "price": "€ 69 per month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Pro",
              "price": "€ 99 per month",
              "kind": "base_subscription",
              "billed": "monthly"
            }
          ]
        },
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 39.21,
        "monthly_usd": 39.21,
        "headline": "Free plan; paid from €35/mo",
        "summary": "Free plan; paid from €35/mo. Koongo offers a permanent free plan plus paid monthly plans from €35 on its pricing page, with additional order-processing usage charges and enterprise plans available on request."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "seerxo",
      "name": "Seerxo",
      "url": "https://www.seerxo.com",
      "short_summary": "Generate, analyze, and optimize Etsy listings with SEO-focused titles, descriptions, tags, and keyword suggestions.",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Premium",
            "monthly_native": 19.99,
            "monthly_usd": 19.99,
            "commitment": "monthly",
            "basis": "$19.99/month",
            "billing_verified": true
          },
          "annual_option": {
            "line": "Premium (annual billing)",
            "monthly_equivalent_native": 16,
            "total_native": 192
          },
          "currency": "USD",
          "lines": [
            {
              "name": "Free",
              "price": "$0 to start",
              "kind": "free",
              "billed": "monthly"
            },
            {
              "name": "Premium",
              "price": "$19.99/month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Premium (annual billing)",
              "price": "$16/mo billed annually",
              "kind": "base_subscription",
              "billed": "annually"
            },
            {
              "name": "Team",
              "price": "Custom",
              "kind": "custom"
            }
          ]
        },
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 19.99,
        "monthly_usd": 19.99,
        "headline": "Free plan; paid from $19.99/mo; $16/mo equivalent billed annually",
        "summary": "Free plan; paid from $19.99/mo; $16/mo equivalent billed annually. Seerxo offers a permanent free plan, Premium at $19.99/month or $16/month billed annually, and a custom-priced Team plan."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "skulayer",
      "name": "Skulayer",
      "url": "https://skulayer.com",
      "short_summary": "The agent-ready product data layer for ecommerce. Connect an agent to your product feed: read the audit, preview a fix against your real items, and run the fee…",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Capacity pack",
            "monthly_native": 25,
            "monthly_usd": 33.44,
            "commitment": "monthly",
            "basis": "£25/month",
            "billing_verified": true
          },
          "currency": "GBP",
          "notes": [
            "prices in GBP as published; USD figures are conversions at 2026-10-25"
          ],
          "lines": [
            {
              "name": "Free",
              "price": "£0 / forever",
              "kind": "free",
              "billed": "monthly"
            },
            {
              "name": "Starter",
              "price": "£29 / month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Pro",
              "price": "£79 / month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Capacity pack",
              "price": "£25/month",
              "kind": "base_subscription",
              "billed": "monthly"
            }
          ]
        },
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 33.44,
        "monthly_usd": 33.44,
        "headline": "Free plan; paid from £25/mo",
        "summary": "Free plan; paid from £25/mo. SKULayer offers a permanent free tier for up to 1,000 products, paid monthly plans at £29 and £79, plus optional SKU capacity packs from £25/month."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "tintin_tryon",
      "name": "Tintin Tryon",
      "url": "https://tintin-x.com/mcp",
      "short_summary": "AI product photography for fashion sellers. Audit any Shopify store for stale or off-season listing photos (no account needed), check seasonal retail shoot win…",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Starter",
            "monthly_native": 10,
            "monthly_usd": 10,
            "commitment": "monthly",
            "basis": "$10/month",
            "billing_verified": false,
            "billing_note": "the pricing page has a \"Monthly Annual SAVE 20%+\" toggle and only one state was captured; this may be the annual-billing rate, so the month-to-month price is not verified"
          },
          "currency": "USD",
          "notes": [
            "prepaid credit: $4.99 (funding, not a subscription)",
            "billing period unverified: the pricing page has a \"Monthly Annual SAVE 20%+\" toggle and only one state was captured; this may be the annual-billing rate, so the month-to-month price is not verified"
          ],
          "lines": [
            {
              "name": "Free",
              "price": "$0 / forever",
              "kind": "free",
              "billed": "monthly"
            },
            {
              "name": "Starter",
              "price": "$10 / month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Studio",
              "price": "$39 / month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Pro",
              "price": "$129 / month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "10-credit pack",
              "price": "$4.99",
              "kind": "credit_purchase",
              "billed": "one_off"
            },
            {
              "name": "30-credit pack",
              "price": "$14.99",
              "kind": "credit_purchase",
              "billed": "one_off"
            }
          ]
        },
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 10,
        "monthly_usd": 10,
        "headline": "Free plan; paid from $10/mo (billing period unverified: page has a Monthly/Annual toggle)",
        "summary": "Free plan; paid from $10/mo (billing period unverified: page has a Monthly/Annual toggle). TinTin offers a permanent free tier, three monthly credit subscriptions from $10 to $129, and one-time credit packs from $4.99."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "ai_product_page_optimization",
      "name": "Ai Product Page Optimization",
      "url": "https://aiproductpageoptimization.com/",
      "short_summary": "Browser extension for cross-border sellers that extracts marketplace listings and rewrites titles, bullets, descriptions, and images for Amazon, Shopify, eBay,…",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Standard",
            "monthly_native": 19.9,
            "monthly_usd": 19.9,
            "commitment": "monthly",
            "basis": "$19.9/month",
            "billing_verified": true
          },
          "currency": "USD",
          "notes": [
            "other prices: Credit packs $3.9 (one-time)"
          ],
          "lines": [
            {
              "name": "Credit packs",
              "price": "$3.9",
              "kind": "one_off",
              "billed": "one_off"
            },
            {
              "name": "Standard",
              "price": "$19.9 /month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Pro",
              "price": "$49.9 /month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Enterprise",
              "price": "$99.9 /month",
              "kind": "base_subscription",
              "billed": "monthly"
            }
          ]
        },
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 19.9,
        "monthly_usd": 19.9,
        "headline": "From $19.9/mo",
        "summary": "From $19.9/mo. Pricing includes one-time credit packs starting at $3.9 and monthly plans from $19.9 for 200 credits."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    },
    {
      "agent_id": "ecom_listing_pro",
      "name": "Ecom Listing Pro",
      "url": "https://github.com/bethel-mark/ecom-listing-pro",
      "short_summary": "An AI e-commerce listing optimization project that diagnoses product images, rewrites marketplace titles, generates carousel assets, detects and removes waterm…",
      "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 Ecom Listing Pro in the supplied homepage content."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    }
  ],
  "platforms_also_here": [
    {
      "agent_id": "shopify_ai_agent",
      "name": "Shopify Ai Agent",
      "url": "https://shopify.dev/docs/apps/build/storefront-mcp/build-storefront-ai-agent",
      "short_summary": "an AI chat agent that helps shoppers find products, get recommendations, answer questions about store policies and shipping, manage shopping carts, and complet…",
      "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": "ai-shopping-assistant",
      "also_covers": true,
      "upvotes": 0
    }
  ],
  "page_url": "https://agentery.com/market/product-listing-optimization-ecom",
  "summary": {
    "niche": "product-listing-optimization-ecom",
    "sector": "ecommerce-retail",
    "pricing_by_provider_type": {
      "headline": "Prices differ by provider type and buyer tier — no blended headline is used. Strongest cohort: MCP servers · Pro median $49/mo (6 providers). See benchmarks_by_provider_type_and_tier for the full matrix.",
      "benchmarks": [
        {
          "provider_type": "mcp",
          "provider_type_label": "MCP servers",
          "buyer_tier": "pro",
          "buyer_tier_label": "Pro",
          "pricing_unit": "flat",
          "pricing_unit_label": "flat monthly",
          "comparable_provider_count": 6,
          "reliability": "medium",
          "median": 49.34,
          "p25": 29,
          "p75": 102.07,
          "status": "ok"
        },
        {
          "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": 4,
          "reliability": "low",
          "median": 45,
          "p25": null,
          "p75": null,
          "status": "median_only"
        },
        {
          "provider_type": "agent",
          "provider_type_label": "Agents",
          "buyer_tier": "team_sme",
          "buyer_tier_label": "Team / SME",
          "pricing_unit": "flat",
          "pricing_unit_label": "flat monthly",
          "comparable_provider_count": 3,
          "reliability": "low",
          "median": 499,
          "p25": null,
          "p75": null,
          "status": "median_only"
        },
        {
          "provider_type": "mcp",
          "provider_type_label": "MCP servers",
          "buyer_tier": "individual",
          "buyer_tier_label": "Individual",
          "pricing_unit": "flat",
          "pricing_unit_label": "flat monthly",
          "comparable_provider_count": 3,
          "reliability": "low",
          "median": 38.86,
          "p25": null,
          "p75": null,
          "status": "median_only"
        },
        {
          "provider_type": "agent",
          "provider_type_label": "Agents",
          "buyer_tier": "individual",
          "buyer_tier_label": "Individual",
          "pricing_unit": "flat",
          "pricing_unit_label": "flat monthly",
          "comparable_provider_count": 2,
          "reliability": "low",
          "median": null,
          "p25": null,
          "p75": null,
          "status": "observed_offers_only",
          "observed_offers": [
            19.99,
            249
          ]
        }
      ],
      "warnings": [],
      "full_pricing_via": {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "product-listing-optimization-ecom"
        },
        "note": "add provider_type + buyer_tier for a specific cohort"
      }
    },
    "page_url": "https://agentery.com/market/product-listing-optimization-ecom",
    "counts": {
      "listings_with_price_capture": 22,
      "listings_with_observed_public_price": 13,
      "providers_with_numeric_monthly_price_latest_scan": 11,
      "like_for_like_comparable_pairs": 11
    },
    "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": 38.86,
        "provider_count": 5,
        "plan_observation_count": 6,
        "data_confidence": 0.39,
        "data_confidence_basis": {
          "provider_component": 0.42,
          "observation_component": 0.3,
          "provider_count": 5,
          "plan_observation_count": 6
        },
        "reliability": "medium",
        "members": [
          {
            "provider": "tintin_tryon",
            "usd": 10
          },
          {
            "provider": "lysterly",
            "usd": 19.99
          },
          {
            "provider": "skulayer",
            "usd": 38.86
          },
          {
            "provider": "koongo_com",
            "usd": 59.28
          },
          {
            "provider": "vyrill",
            "usd": 249
          }
        ],
        "p25": 19.99,
        "p75": 59.28
      },
      {
        "tier": "pro",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 45,
        "provider_count": 10,
        "plan_observation_count": 12,
        "data_confidence": 0.79,
        "data_confidence_basis": {
          "provider_component": 0.83,
          "observation_component": 0.6,
          "provider_count": 10,
          "plan_observation_count": 12
        },
        "reliability": "medium",
        "members": [
          {
            "provider": "seerxo",
            "usd": 19.99
          },
          {
            "provider": "catalog_normalizer",
            "usd": 29
          },
          {
            "provider": "feedshine",
            "usd": 29
          },
          {
            "provider": "ai_product_page_optimization",
            "usd": 34.9
          },
          {
            "provider": "lysterly",
            "usd": 39.99
          },
          {
            "provider": "beam_ai_catalog_entry",
            "usd": 50
          },
          {
            "provider": "skulayer",
            "usd": 69.68
          },
          {
            "provider": "koongo_com",
            "usd": 112.86
          },
          {
            "provider": "tintin_tryon",
            "usd": 129
          },
          {
            "provider": "supplier_product_listing_agent",
            "usd": 300
          }
        ],
        "p25": 30.48,
        "p75": 102.07
      },
      {
        "tier": "team_sme",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 299.5,
        "provider_count": 4,
        "plan_observation_count": 4,
        "data_confidence": 0.31,
        "data_confidence_basis": {
          "provider_component": 0.33,
          "observation_component": 0.2,
          "provider_count": 4,
          "plan_observation_count": 4
        },
        "reliability": "low",
        "members": [
          {
            "provider": "tintin_tryon",
            "usd": 39
          },
          {
            "provider": "lysterly",
            "usd": 99.99
          },
          {
            "provider": "vyrill",
            "usd": 499
          },
          {
            "provider": "beam_ai_catalog_entry",
            "usd": 3990
          }
        ]
      }
    ],
    "pricing_coverage": {
      "listings_with_price_capture": 22,
      "listings_with_observed_public_price": 13,
      "normalized_observations": 23,
      "comparable_providers": 11,
      "strict_cohorts": 3,
      "exclusion_reasons": {
        "usage_not_monthly": 1,
        "ambiguous_cadence": 7,
        "promo": 4,
        "one_time": 3
      }
    },
    "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": 1,
      "ambiguous_cadence": 7,
      "promo": 4,
      "one_time": 3
    },
    "billing_mix": {
      "freemium": 8,
      "subscription": 4,
      "contact_sales": 1
    },
    "free_tier_share": 0.62,
    "top_providers": [
      {
        "agent_id": "feed_agent",
        "name": "Feed Agent",
        "price": {
          "observed": false,
          "billing": "usage",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "No public price found",
          "summary": "The pricing page describes a pay-per-use, unit-based model with expandable quotas and a 7-day no-charge trial, but the supplied page text does not expose plan names or readable prices."
        },
        "observed": false
      },
      {
        "agent_id": "airshelfai_agentic_commerce_pl",
        "name": "AirShelf AI",
        "price": {
          "observed": false,
          "billing": "not_found",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "No public price found",
          "summary": "No public pricing for AirShelf's SaaS offering was observed; the homepage only shows prices for a showcased printer product."
        },
        "observed": false
      },
      {
        "agent_id": "clearlist",
        "name": "Clearlist",
        "price": {
          "commercial": {
            "currency": "USD",
            "lines": [
              {
                "name": "Free",
                "price": "$0",
                "kind": "free",
                "billed": "monthly"
              },
              {
                "name": "Move Sale",
                "price": "$20",
                "kind": "one_off",
                "billed": "one_off"
              },
              {
                "name": "Garage Sale",
                "price": "$39",
                "kind": "one_off",
                "billed": "one_off"
              }
            ]
          },
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "Free; Move Sale $20 (one-time)",
          "summary": "Free; Move Sale $20 (one-time). ClearList offers a permanent free tier plus $20 and $39 one-time passes lasting 30 and 60 days, respectively."
        },
        "observed": true
      },
      {
        "agent_id": "feedshine",
        "name": "Feedshine",
        "price": {
          "commercial": {
            "entry_offer": {
              "line": "Paid plan",
              "monthly_native": 29,
              "monthly_usd": 29,
              "commitment": "monthly",
              "basis": "$29/month",
              "billing_verified": true
            },
            "currency": "USD",
            "lines": [
              {
                "name": "Free",
                "price": "$0",
                "kind": "free",
                "billed": "monthly"
              },
              {
                "name": "Paid plan",
                "price": "$29 a month",
                "kind": "base_subscription",
                "billed": "monthly"
              }
            ]
          },
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 29,
          "monthly_usd": 29,
          "headline": "Free plan; paid from $29/mo",
          "summary": "Free plan; paid from $29/mo. FeedShine offers a free starting option and paid monthly plans beginning at $29 for 1,000 products and 3 feeds."
        },
        "observed": true
      },
      {
        "agent_id": "koongo_com",
        "name": "Koongo Com",
        "price": {
          "commercial": {
            "entry_offer": {
              "line": "Lite",
              "monthly_native": 35,
              "monthly_usd": 39.21,
              "commitment": "monthly",
              "basis": "€35/month",
              "billing_verified": true
            },
            "currency": "EUR",
            "notes": [
              "prices in EUR as published; USD figures are conversions at 2026-10-25"
            ],
            "lines": [
              {
                "name": "Free",
                "price": "€ 0 per month",
                "kind": "free",
                "billed": "monthly"
              },
              {
                "name": "Lite",
                "price": "€ 35 per month",
                "kind": "base_subscription",
                "billed": "monthly"
              },
              {
                "name": "Starter",
                "price": "€ 69 per month",
                "kind": "base_subscription",
                "billed": "monthly"
              },
              {
                "name": "Pro",
                "price": "€ 99 per month",
                "kind": "base_subscription",
                "billed": "monthly"
              }
            ]
          },
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 39.21,
          "monthly_usd": 39.21,
          "headline": "Free plan; paid from €35/mo",
          "summary": "Free plan; paid from €35/mo. Koongo offers a permanent free plan plus paid monthly plans from €35 on its pricing page, with additional order-processing usage charges and enterprise plans available on request."
        },
        "observed": true
      }
    ],
    "suggested_next_calls": [
      {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "product-listing-optimization-ecom"
        },
        "purpose": "full observed price distribution + per-tier medians for this niche"
      },
      {
        "tool": "niche_report",
        "arguments": {
          "niche": "product-listing-optimization-ecom",
          "response_mode": "full"
        },
        "purpose": "the complete report incl. index series and tier decomposition"
      },
      {
        "tool": "suggest_alternatives",
        "arguments": {
          "agent_id": "feed_agent"
        },
        "purpose": "comparable (optionally cheaper) providers to a named agent"
      },
      {
        "tool": "get_agent_profile",
        "arguments": {
          "agent_id": "feed_agent"
        },
        "purpose": "full profile, integrations and pricing for one provider"
      }
    ]
  }
}