Intelligent Attribution
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https://www.forbes.com/sites/forbes-personal-shopper/article/best-kids-rain-boots/ ↗

2026-05-16 16:51 UTC · ready · vertical: product · schema score: 55/100

What humans see vs what AI sees vs what IA would inject

The visual gap between these three columns is the gap IA closes at the edge.

Human view
Page screenshot
AI bot — today
⊘
BLOCKED — HTTP 402
AI crawlers are turned away at the edge.
The page does have structured data — 16 schema types present.
Invisible to AI only because of the edge block.
AI bot — with IA
If unblocked, IA serves AI bots this:

Best Rain Boots For Kids 2026 - Forbes Vetted — Forbes

+ JSON-LD @graph
<script type="application/ld+json">
{
  "@context": "https://schema.org",
  "@graph": [
    {
      "@type": "NewsArticle",
      "headline": "Best Rain Boots For Kids 2026 - Forbes Vetted",
      "url": "https://www.forbes.com/sites/forbes-personal-shopper/article/best-kids-rain-boots/",
      "publisher": {
        "@type": "Organization",
        "name": "Forbes"
      }
    },
    {
      "@type": "Product",
      "name": "Bogs Essential Rain Tall",
      "sku": "B0CNRSSWRX",
      "offers": {
        "@type": "Offer",
        "url": "https://www.amazon.com/BOGS-Footwear-Essential-Waterproof-13/dp/B0CNRSSWRX/?tag=2025531-78k9hv4qyi-20",
        "seller": {
          "@type": "Organization",
          "name": "Amazon"
        }
      },
      "potentialAction": {
        "@type": "BuyAction",
        "target": {
          "@type": "EntryPoint",
          "urlTemplate": "https://www.amazon.com/BOGS-Footwear-Essential-Waterproof-13/dp/B0CNRSSWRX/?tag=2025531-78k9hv4qyi-20",
          "actionPlatform": [
            "http://schema.org/DesktopWebPlatform"
          ]
        }
      }
    },
    {
      "@type": "Product",
      "name": "Lonecone Kids' Rain Boots",
      "sku": "B07ZS1H1PX",
      "offers": {
        "@type": "Offer",
        "url": "https://www.amazon.com/Patterns-Play-Proof-Flexible-Non-Slip-Kid-Friendly/dp/B07ZS1H1PX/?tag=2025531-78k9hv4qyi-20",
        "seller": {
          "@type": "Organization",
          "name": "Amazon"
        }
      },
      "potentialAction": {
        "@type": "BuyAction",
        "target": {
          "@type": "EntryPoint",
          "urlTemplate": "https://www.amazon.com/Patterns-Play-Proof-Flexible-Non-Slip-Kid-Friendly/dp/B07ZS1H1PX/?tag=2025531-78k9hv4qyi-20",
          "actionPlatform": [
            "http://schema.org/DesktopWebPlatform"
          ]
        }
      }
    },
    {
      "@type": "Product",
      "name": "Ten Little Toddler Rain Boots",
      "sku": "B0DGZ6LL6P",
      "offers": {
        "@type": "Offer",
        "url": "https://www.amazon.com/Ten-Little-Toddler-Boots-Waterproof/dp/B0DGZ6LL6P/?tag=2025531-78k9hv4qyi-20",
        "seller": {
          "@type": "Organization",
          "name": "Amazon"
        }
      },
      "potentialAction": {
        "@type": "BuyAction",
        "target": {
          "@type": "EntryPoint",
          "urlTemplate": "https://www.amazon.com/Ten-Little-Toddler-Boots-Waterproof/dp/B0DGZ6LL6P/?tag=2025531-78k9hv4qyi-20",
          "actionPlatform": [
            "http://schema.org/DesktopWebPlatform"
          ]
        }
      }
    },
    {
      "@type": "Product",
      "name": "Kamik Stomp Rain Boot",
      "sku": "B0019ZP3NO",
      "offers": {
        "@type": "Offer",
        "url": "https://www.amazon.com/dp/B0019ZP3NO/?tag=2025531-78k9hv4qyi-20",
        "seller": {
          "@type": "Organization",
          "name": "Amazon"
        }
      },
      "potentialAction": {
        "@type": "BuyAction",
        "target": {
          "@type": "EntryPoint",
          "urlTemplate": "https://www.amazon.com/dp/B0019ZP3NO/?tag=2025531-78k9hv4qyi-20",
          "actionPlatform": [
            "http://schema.org/DesktopWebPlatform"
          ]
        }
      }
    },
    {
      "@type": "Product",
      "name": "kids Bogs rain boots",
      "sku": "B0FGB9FX1P",
      "offers": {
        "@type": "Offer",
        "url": "https://www.amazon.com/Bogs-Rainboot-Little-Multi-Unisex/dp/B0FGB9FX1P/?tag=2025531-78k9hv4qyi-20",
        "seller": {
          "@type": "Organization",
          "name": "Amazon"
        }
      },
      "potentialAction": {
        "@type": "BuyAction",
        "target": {
          "@type": "EntryPoint",
          "urlTemplate": "https://www.amazon.com/Bogs-Rainboot-Little-Multi-Unisex/dp/B0FGB9FX1P/?tag=2025531-78k9hv4qyi-20",
          "actionPlatform": [
            "http://schema.org/DesktopWebPlatform"
          ]
        }
      }
    },
    {
      "@type": "Product",
      "name": "Jibbitz",
      "sku": "B0F9XF3DW7",
      "offers": {
        "@type": "Offer",
        "url": "https://www.amazon.com/Crocs-Jibbitz-Multi-Packs-Toddlers-Collection/dp/B0F9XF3DW7/?tag=2025531-78k9hv4qyi-20",
        "seller": {
          "@type": "Organization",
          "name": "Amazon"
        }
      },
      "potentialAction": {
        "@type": "BuyAction",
        "target": {
          "@type": "EntryPoint",
          "urlTemplate": "https://www.amazon.com/Crocs-Jibbitz-Multi-Packs-Toddlers-Collection/dp/B0F9XF3DW7/?tag=2025531-78k9hv4qyi-20",
          "actionPlatform": [
            "http://schema.org/DesktopWebPlatform"
          ]
        }
      }
    },
    {
      "@type": "Product",
      "name": "Bogs",
      "sku": "106821X1564016",
      "offers": {
        "@type": "Offer",
        "url": "https://go.skimresources.com?id=106821X1564016&xs=1&xcust=69a9cd977a8bff56bcd65b81&url=https%3A%2F%2Fwww.bogsfootwear.com%2Fshop%2Fstyle%2F73158-311.html",
        "seller": {
          "@type": "Organization",
          "name": "Skimlinks"
        }
      },
      "potentialAction": {
        "@type": "BuyAction",
        "target": {
          "@type": "EntryPoint",
          "urlTemplate": "https://go.skimresources.com?id=106821X1564016&xs=1&xcust=69a9cd977a8bff56bcd65b81&url=https%3A%2F%2Fwww.bogsfootwear.com%2Fshop%2Fstyle%2F73158-311.html",
          "actionPlatform": [
            "http://schema.org/DesktopWebPlatform"
          ]
        }
      }
    },
    {
      "@type": "Product",
      "name": "L.L. Bean",
      "sku": "zmNbNw6aNM4",
      "offers": {
        "@type": "Offer",
        "url": "https://click.linksynergy.com/deeplink?id=zmNbNw6aNM4&mid=38678&u1=69a9cd977a8bff56bcd65b81&murl=https%3A%2F%2Fwww.llbean.com%2Fllb%2Fshop%2F129733",
        "seller": {
          "@type": "Organization",
          "name": "Rakuten Advertising"
        }
      },
      "potentialAction": {
        "@type": "BuyAction",
        "target": {
          "@type": "EntryPoint",
          "urlTemplate": "https://click.linksynergy.com/deeplink?id=zmNbNw6aNM4&mid=38678&u1=69a9cd977a8bff56bcd65b81&murl=https%3A%2F%2Fwww.llbean.com%2Fllb%2Fshop%2F129733",
          "actionPlatform": [
            "http://schema.org/DesktopWebPlatform"
          ]
        }
      }
    }
  ]
}
</script>

Surface — do AI models cite this publisher?

Each model is queried twice — with web search off (training memory) and on (live fetch). The diff shows whether your AI presence is stale, current, or absent.

Bot accessibility

Tier data not available for this scan (older scan format).
Raw fetch detail (status, bytes, timing)
IdentityStatusBytesBlocked?Timing
gptbot402161yes404ms
human2001,632,429no116ms
robots.txt policy per AI bot
GPTBot: disallowed
Bingbot: not_mentioned
Applebot: not_mentioned
ClaudeBot: disallowed
Googlebot: not_mentioned
ChatGPT-User: not_mentioned
OAI-SearchBot: allowed
PerplexityBot: disallowed
ClaudeBot-User: not_mentioned
Google-Extended: not_mentioned

Render risk — what AI bots can actually parse

46/100
High — AI bots see scaffolding, not content
FrameworkUnknown / vanillaHydration gap99%
  • Hydration gap: 99%
    AI bots see 1% of the rendered content. The remaining 99% loads via client-side JavaScript and is invisible to crawlers that don't execute JS.
What AI bots are missing
541
links missing
rendered 541 · bot 0
484
list items missing
rendered 484 · bot 0
58
paragraphs missing
rendered 59 · bot 1
54
headings missing
rendered 54 · bot 0
8
images missing
rendered 8 · bot 0
1
JSON-LD blocks missing
rendered 1 · bot 0
Sample content only humans see:
  • “Uniting To Advance Blood Cancer Research | Paid Program”
  • “The Enterprise AI Shortcut: Why Co-Innovation Is Setting A New Speed For Adopting and Operationalizing AI | Paid Program”
  • “Why These Leaders Raised Thousands For Blood Cancer — And How You Can, Too | Paid Program”
  • “2026 America's Top Wealth Advisors List”
  • “2026 Best-In-State Top Wealth Advisors List”

Schema audit

55/100
Present · 16
AnswerArticleBreadcrumbListFAQPageGuideImageObjectListItemNewsMediaOrganizationOfferPersonProductQuestionRecommendationSpeakableSpecificationWebPageWebPageElement
Missing · 3
ReviewAggregateRatingBuyAction
Rubric breakdown (2 of 5 criteria met)
✓Product30 pts
✓Offer25 pts
✗Review0 pts
✗BuyAction0 pts
✗AggregateRating0 pts

potentialAction — commerce paths

⚠ No commerce-action schema present — AI has no canonical path back to this publisher.
Present · 0
(none)
Missing · 1
BuyAction

Affiliate footprint

8 affiliate links across 3 networks.
Amazon6
Rakuten1
Skimlinks1