bernardiautogroup.com — AI Site Grade

Analysis

Akamai Blocks All Browsers and Most AI Crawlers — Only Anthropic's Crawler Gets Through

The site is functionally invisible to the open web. Every browser request to www.bernardiautogroup.com returns a 403 Access Denied from AkamaiGHost, while the anthropic-ai crawler receives a 200 with 451KB of full HTML from a backend nginx server. All other AI crawlers tested — GPTBot, Google-Extended, ClaudeBot, PerplexityBot, ChatGPT-User, OAI-SearchBot, Bytespider — are blocked at the Akamai edge with 403 responses identical to browser traffic.

Crawler Access

The robots.txt (3,235 bytes, served only to anthropic-ai) explicitly disallows GPTBot, OAI-SearchBot, ChatGPT-User, Claude-User, Claude-SearchBot, and PerplexityBot from /api/, /apis/, /pixall/, and all .js, .css, .json files — but does not block them from the main content paths. The Akamai WAF makes this distinction moot: those bots never reach the nginx backend to read the robots.txt at all. The llms.txt exists and returns 200 to anthropic-ai with a 410KB file listing dozens of pages, but it is inaccessible to every other crawler. No llms.txt exists for the bare domain (connection refused on port 443).

Cold-Knowledge Gap

The LLM model knows Bernardi Auto Group as a family-owned Greater Boston dealership network with Honda, Toyota, Nissan, Mazda, Subaru, and Volkswagen franchises, a "Best Price Promise," and a used car superstore in Natick. The actual site reveals a different picture: the group sells Acura, Audi, Honda, Toyota, and Volvo — no Nissan, Mazda, Subaru, or Volkswagen. The model's knowledge is stale, referencing brands the group no longer carries and omitting the current Acura and Audi franchises. The site's homepage lists five physical dealership locations (Acura of Boston in Brighton, Audi Natick, Bernardi Honda in Natick, Bernardi Toyota in Framingham, Bernardi Volvo Cars in Natick), contradicting the model's mention of a single "Natick used car superstore."

Schema Posture

The Wayback Machine capture of the homepage shows zero JSON-LD schema of any kind. No AutoDealer, Organization, LocalBusiness, or Product structured data exists in the page source. The site relies entirely on visible HTML headings (H1: "Bernardi Auto Group," H2: "Why Choose Us," "Service Centers," "Parts Center") and meta descriptions for search visibility — but since browsers cannot reach the site, this markup serves no audience. The anthropic-ai crawler receives the same schema-free HTML.

External Signals

Web search returned zero indexed results for bernardiautogroup.com, the brand name, or any dealership-specific queries across Google, review sites, or news sources. The domain has no discoverable external mentions, reviews, Reddit threads, or press coverage. The Wayback Machine shows 387 captures since 2003, confirming the site has existed for decades but is now effectively walled off from public indexing. The individual dealership subdomains (acuraofboston.com, bernarditoyota.com, audinatick.com, bernardihondanatick.com, bernardivolvocars.com) share the identical Akamai/nginx split — all browsers blocked, only anthropic-ai admitted.

Findings

1. Akamai WAF blocks all browser traffic with 403 High

   Every browser request to www.bernardiautogroup.com returns a 403 Access Denied from AkamaiGHost. The site is inaccessible to human visitors and standard search engine crawlers.

   What to change: Reconfigure Akamai WAF to allow browser traffic and common AI crawlers (GPTBot, Google-Extended, etc.) to reach the nginx backend.

2. Most AI crawlers blocked at Akamai edge High

   Only the anthropic-ai crawler receives a 200 response; GPTBot, Google-Extended, ClaudeBot, PerplexityBot, ChatGPT-User, OAI-SearchBot, and Bytespider all receive 403 responses identical to browser traffic.

   What to change: Allow common AI crawlers through the Akamai WAF by updating the WAF rules to permit known bot user agents.

3. Zero indexed pages in web search High

   Web searches for bernardiautogroup.com, the brand name, and related queries return zero results. The site has no discoverable external mentions, reviews, or press coverage.

   What to change: Allow search engine crawlers through the WAF and ensure robots.txt permits indexing of key pages.

4. LLM knowledge about the dealership is stale and inaccurate Medium

   The LLM model describes Bernardi Auto Group as selling Honda, Toyota, Nissan, Mazda, Subaru, and Volkswagen, but the actual site lists Acura, Audi, Honda, Toyota, and Volvo. The model also references a single 'Natick used car superstore' instead of five distinct dealership locations.

   What to change: Publish accurate, structured information about the dealership group on the site and ensure it is accessible to AI crawlers to update the model's knowledge.

5. No JSON-LD structured data on homepage High

   The homepage contains zero JSON-LD schema markup for AutoDealer, Organization, LocalBusiness, or Product. The site relies solely on visible HTML headings and meta descriptions, which are invisible to browsers and not leveraged by AI crawlers.

   What to change: Add JSON-LD structured data for AutoDealer, LocalBusiness, and Organization to all key pages, including dealership locations, inventory, and contact information.

6. llms.txt is only accessible to Anthropic's crawler Medium

   The llms.txt file returns 200 to anthropic-ai but is blocked for all other AI crawlers by the Akamai WAF. The file lists dozens of pages but cannot be read by GPTBot, Google-Extended, or others.

   What to change: Allow all AI crawlers to access llms.txt by updating WAF rules to permit known bot user agents.

7. robots.txt only served to Anthropic's crawler Medium

   The robots.txt file (3,235 bytes) is only returned to anthropic-ai; other bots receive 403 from Akamai before they can read it. The file disallows several bots from API and asset paths, but the WAF makes those rules irrelevant.

   What to change: Ensure robots.txt is accessible to all crawlers and update it to allow indexing of key content pages.

8. Individual dealership subdomains also block all browsers High

   Subdomains like acuraofboston.com and bernarditoyota.com share the identical Akamai/nginx split: all browsers blocked, only anthropic-ai admitted. The entire dealership group is invisible online.

   What to change: Apply the same WAF fixes to all subdomains to allow browser and crawler traffic.

9. No external mentions or reviews found Medium

   Web searches for the brand name on review sites, news, and social media returned zero results. The dealership has no discoverable online presence beyond its own blocked site.

   What to change: Encourage customer reviews on third-party platforms and engage in local SEO to build external signals.

What's working

• Anthropic's crawler receives full HTML content — The anthropic-ai crawler receives a 200 response with 451KB of full HTML from the nginx backend, including homepage, inventory, and contact pages. This allows Anthropic's models to index the site's content.
• llms.txt file exists and lists dozens of pages — The llms.txt file returns 200 to anthropic-ai and contains a 410KB listing of dozens of pages, providing a structured resource for AI crawlers that can access it.
• Sitemap.xml is accessible to Anthropic's crawler — The sitemap.xml (294KB) is served to anthropic-ai, providing a comprehensive list of URLs for crawling.
• robots.txt allows Anthropic's crawler on content paths — The robots.txt file does not block anthropic-ai from any content paths, only from API and asset directories, which is appropriate.
• Homepage has clear HTML headings and meta description — The homepage uses H1 'Bernardi Auto Group' and H2 headings for sections like 'Why Choose Us', 'Service Centers', and 'Parts Center', along with a meta description, providing basic semantic structure.
• Domain has long Wayback Machine history — The Wayback Machine shows 387 captures since 2003, indicating the site has existed for decades and has historical content that could be restored.