Lumio couldn't reach this page directly — the site's bot protection blocked the request. That same protection blocks AI shopping agents, which is itself a finding.
Scored by Lumio's AI-readiness algorithm · v2.2
Lumio couldn't read this page. example-walled.com sits behind bot protection that blocks automated readers, so there's no score to show. That matters more than it looks: ChatGPT, Perplexity, and Claude read product pages much the way Lumio does — the same wall likely keeps your products out of their answers too. Talk to Lumio about opening the door to AI shoppers.
The 16 dimensions
The full scorecard. Lumio measures structured-data and crawlability signals deterministically, then grades content quality with an AI pass. Expand any dimension to see what it measures and how to improve it.
Structured data & crawlability
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AI crawler visibility Skipped
Whether your product's structured data is in the page's initial HTML or only appears after JavaScript runs. ChatGPT, Claude, and Perplexity read the initial HTML — anything that needs JavaScript is invisible to them.
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Structured data validity Skipped
Whether your structured data is valid: it parses cleanly, required fields are present, values are the right type, and nothing contradicts the visible page.
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Structured data completeness Skipped
How complete your structured data is beyond the basics — product ID (GTIN), manufacturer part number (MPN), ratings, price validity, and return and shipping policy.
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Site-wide structured data Skipped
Structured data across the rest of the site, not just the product page — your organization details, site search, breadcrumbs, and FAQ markup.
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Content visible after load Skipped
How much real product text remains once JavaScript has run. Copy hidden inside tabs or accordions can be invisible to AI agents.
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Page and data agree Skipped
Whether the page a shopper sees and your structured data agree on price, availability, brand, and title. Mismatches read as a trust problem to an agent.
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Image readiness Skipped
How usable your product images are to AI: enough images, descriptive alt text, image structured data, and responsive sizes. Agents increasingly read images, not just text.
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Freshness Informational
Signals about how recently the page was updated. Informational for now (not scored) until a reliable signal lands.
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Internal linking Skipped
Whether the product page links out to its category, related products, and brand pages — the trail an agent follows to understand your catalog.
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llms.txt file Skipped
Whether the site publishes an llms.txt file — an emerging convention for pointing AI agents to your key pages. Low weight while adoption is early.
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agents.md file Informational
Whether the site publishes an /agents.md file — an emerging convention, alongside llms.txt, for pointing AI agents to a site's real agent endpoint. Informational for now while the standard is nascent.
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MCP endpoint Informational
Whether the storefront exposes a reachable Model Context Protocol (MCP) endpoint — the emerging way for AI agents to query a catalog and act on it directly. Informational for now while the standard is nascent.
Content quality (AI-graded)
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Title quality Skipped
Whether product titles are structured and descriptive — brand, product type, a key attribute, and the variant — rather than a bare product name.
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Description depth Skipped
Whether descriptions are rich with real attributes and answer the questions a shopper actually asks, rather than marketing fluff.
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Q&A and use-case content Skipped
Whether the page has the question-and-answer pairs, usage scenarios, and compatibility notes an AI agent can quote back to a shopper.
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Product identifiers Skipped
Whether the core product identifiers — GTIN, MPN, brand, and model number — are present and actually valid.
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Availability detail Skipped
Whether availability is specific — exact stock, handling time, and restock dates — rather than a bare in-stock / out-of-stock flag.
Fix it with Lumio
Lumio just analyzed one of your products.
Now let it analyze and fix your entire catalog.
Every gap above becomes an automatic fix — richer structured data, sharper titles and descriptions, complete identifiers — across all your products. Then Lumio keeps watching, so you stay ahead as AI shopping shifts.
- Automatic enrichment
- Continuous monitoring
- Re-score anytime
