perrysburgautomall.com — AI Site Grade

Analysis

The Akamai Wall That Only Lets ClaudeBot Through

Perrysburg Automall's entire website is invisible to every major AI crawler and search engine except one: ClaudeBot (anthropic-ai) is the only bot that receives a 200 with full HTML content, while GPTBot, Google-Extended, PerplexityBot, ChatGPT-User, Applebot-Extended, and even standard browser user agents all receive a flat 403 Access Denied from Akamai's edge.

Crawler Access

The site runs on the Dealer.com platform behind Akamai CDN (AkamaiGHost server, secure.dealer.com.edgekey.net CNAME). The robots.txt and llms.txt both return 403 — they do not exist as accessible files. The sitemap.xml also returns 403. The only bot that bypasses the Akamai block is anthropic-ai, which reaches an nginx backend and receives the full 422KB HTML page. Every other bot tested — including Google-Extended, GPTBot, PerplexityBot, ChatGPT-User, and Bytespider — is blocked identically to a browser. The homepage <title> reads "Perrysburg Auto Mall | New Volkswagen, Volvo, Buick, GMC Dealership in Perrysburg, OH" and the page includes <meta name="robots" content="index, follow" />, but that directive is meaningless when Akamai refuses entry to Googlebot itself.

Cold-Knowledge Gap

LLM cold knowledge about "Perrysburg Automall" is near-zero: the model knows it is a car dealership group in Perrysburg, Ohio serving the Toledo area, selling new and used vehicles, but recalls no specific brands, no notable products, no awards, no reputation signals. The site actually sells Volkswagen, Volvo, Buick, and GMC — four specific brands the model did not know. The gap between what the site offers (multi-franchise new-car dealership with four OEM brands) and what AI models know (vague "car dealership group") is total. No external web search results returned any mention of the dealership at all — zero indexed pages, zero reviews, zero Reddit threads, zero press mentions.

Schema Posture

No JSON-LD schema was extractable from any page. The homepage and contact page are rendered via Dealer.com's JavaScript-heavy framework (multiple JS bundles for inventory facets, filters, listing), meaning schema is likely injected client-side and invisible to crawlers that cannot execute JavaScript. Even the anthropic-ai bot, which received the full HTML, would need to parse dynamically injected structured data. The contact page includes <meta name="robots" content="index, follow" /> but no og:type or og:description beyond the title.

External Signals

The dealership has zero discoverable external footprint. Searches for the business name, domain, and location returned no Google-indexed pages, no Google Maps listing, no dealer reviews, no press coverage, no social media mentions, and no Wayback Machine snapshots. The domain's DNS points to Akamai with Google Workspace mail servers, but the site itself is effectively air-gapped from the open web. The only path for an AI model to learn about this dealership is through the single anthropic-ai bot exception — a fragile, undocumented, and likely unintentional configuration gap.

Findings

1. Akamai blocks all AI crawlers except ClaudeBot High

   The site returns 403 Access Denied to GPTBot, Google-Extended, PerplexityBot, ChatGPT-User, Applebot-Extended, and standard browsers. Only anthropic-ai (ClaudeBot) receives a 200 with full HTML.

   What to change: Configure Akamai to allow Googlebot, GPTBot, and other major AI crawlers to access the site, or implement a bot management policy that permits legitimate crawlers.

2. Robots.txt and sitemap.xml return 403 High

   The robots.txt, llms.txt, and sitemap.xml files all return 403 Access Denied, preventing crawlers from discovering allowed paths or page structure.

   What to change: Serve a publicly accessible robots.txt that allows all crawlers, and provide a valid sitemap.xml listing all pages.

3. Zero indexed pages or external signals High

   Web searches for the dealership name, domain, and location returned no indexed pages, no Google Maps listing, no reviews, no press, and no social media mentions. The domain has no Wayback Machine snapshots.

   What to change: Claim and verify Google Business Profile, build citations on dealer directories, and encourage customer reviews to generate indexed content.

4. LLM cold knowledge lacks brand details High

   AI models have no specific knowledge about Perrysburg Automall beyond a vague 'car dealership group.' The site sells Volkswagen, Volvo, Buick, and GMC, but models do not know these brands are associated.

   What to change: Improve AI visibility by allowing crawlers and publishing structured data so models can learn the dealership's brand affiliations and inventory.

5. No JSON-LD schema extractable from pages High

   The homepage and contact page contain no inline JSON-LD. Schema is likely injected client-side via JavaScript, making it invisible to crawlers that cannot execute JS.

   What to change: Add server-side rendered JSON-LD schema for LocalBusiness, AutoDealer, and VehicleOffer on all pages.

6. New inventory page returns 503 error High

   The new inventory page at /inventory/new.htm returns a 503 Service Unavailable to the anthropic-ai bot, preventing access to vehicle listings.

   What to change: Ensure the inventory page loads correctly for all crawlers, or provide a static fallback with vehicle data.

7. No llms.txt file available Medium

   The llms.txt file returns 403, meaning AI models have no machine-readable summary of the site's content or structure.

   What to change: Create an llms.txt file that describes the dealership, brands, and key pages for AI consumption.

8. Missing Open Graph description on contact page Low

   The contact page lacks og:description and og:type meta tags, reducing social preview quality and AI understanding.

   What to change: Add og:title, og:description, and og:type meta tags to all pages.

What's working

• ClaudeBot receives full HTML content — The anthropic-ai bot bypasses Akamai and receives a 200 response with 422KB of HTML, allowing Claude to index the homepage and contact page content.
• Meta robots tag allows indexing — The homepage and contact page include <meta name="robots" content="index, follow" />, indicating intent for search engines to index the content.
• Descriptive homepage title with brands — The homepage title clearly states the dealership name and the four brands sold: Volkswagen, Volvo, Buick, GMC.