drivekelley.com — AI Site Grade

Analysis

drivekelley.com is fully invisible to every major AI crawler except Anthropic's own, creating a single-vendor AI visibility monopoly.

Crawler Access

The site sits behind Akamai CDN (errors.edgesuite.net) with a dealer.com platform backend. Every standard browser request and every major AI crawler — GPTBot, Google-Extended, ClaudeBot, PerplexityBot, ChatGPT-User, OAI-SearchBot, Applebot-Extended, Bytespider — receives a 403 Access Denied from Akamai. The sole exception is anthropic-ai, which gets a 200 with 569KB of full HTML served from nginx behind the Akamai wall. The robots.txt is also 403 to all non-Anthropic bots, meaning no crawler can even read the crawl directives. No llms.txt exists (403). The sitemap.xml is accessible only to anthropic-ai and contains thousands of URLs including inventory, promotions, financing, and location pages.

Cold-Knowledge Gap

The LLM model queried had zero prior knowledge of drivekelley.com — could not identify the brand, its services, or its location. The site is a multi-franchise automotive dealership group (Kelley Automotive Group) in Fort Wayne, Indiana, selling Chevrolet, GMC, Buick, Ford, BMW, Dodge, Jeep, Chrysler, Ram, Cadillac, MINI, Land Rover, Volvo, and Jaguar. The homepage title reads "New and Used Chevrolet, GMC, Buick, Ford and BMW dealership in Fort Wayne | Kelley Automotive Group." The gap between the site's actual identity and what AI models know cold is total: the brand is a complete blind spot for all AI engines except those using Anthropic's crawler.

Schema and Content Posture

The homepage and key pages (new inventory, used inventory, promotions, financing, locations, contact) are fully server-rendered HTML with meta descriptions, OG tags, and robots: index, follow directives — but no JSON-LD structured data was detected in any fetched page. The <title> tags and <meta name="description"> tags are present and descriptive, but the site lacks AutoDealer, Organization, or LocalBusiness schema markup that AI engines and knowledge panels depend on. The heading structure and answer-format signals (FAQ, tables, comparison language) are absent from the homepage.

External Signals

No external search results, reviews, Reddit threads, or press mentions were found for drivekelley.com or Kelley Automotive Group in Fort Wayne. The domain has no Wayback Machine snapshots. The brand exists entirely within its own site — no off-domain citations that AI engines could use to build knowledge. Combined with the Akamai 403 wall for all non-Anthropic crawlers, the site has engineered a situation where only one AI vendor can see it, and even that vendor's models have no corroborating external signals to reinforce the brand's identity.

Findings

1. Akamai blocks all major AI crawlers except anthropic-ai High

   Every standard browser request and every major AI crawler (GPTBot, Google-Extended, ClaudeBot, PerplexityBot, ChatGPT-User, OAI-SearchBot, Applebot-Extended, Bytespider) receives a 403 Access Denied from Akamai. Only anthropic-ai gets a 200 response with full HTML.

   What to change: Allow all legitimate AI crawlers (GPTBot, Google-Extended, ClaudeBot, etc.) through Akamai by updating the CDN access control rules to permit their user-agent strings.

2. robots.txt returns 403 to all non-Anthropic bots High

   The robots.txt file is only accessible to anthropic-ai; all other crawlers receive a 403 error, preventing them from reading crawl directives.

   What to change: Make robots.txt publicly accessible to all crawlers by removing the Akamai restriction on that path.

3. No llms.txt file available Medium

   The llms.txt endpoint returns a 403 error, meaning AI crawlers cannot discover a curated list of important URLs.

   What to change: Create an llms.txt file at the root listing key pages (inventory, financing, locations, contact) and make it publicly accessible.

4. No JSON-LD structured data on any page High

   The homepage and key pages lack AutoDealer, Organization, or LocalBusiness schema markup that AI engines and knowledge panels depend on.

   What to change: Add JSON-LD structured data for AutoDealer, Organization, and LocalBusiness to all relevant pages, including inventory, financing, and contact pages.

5. Zero external citations or search results for the brand High

   No external search results, reviews, Reddit threads, or press mentions were found for drivekelley.com or Kelley Automotive Group. The domain has no Wayback Machine snapshots.

   What to change: Build off-domain citations through local business listings, press releases, social media profiles, and review platforms to create corroborating signals for AI engines.

6. LLM has zero prior knowledge of the brand High

   The queried LLM could not identify drivekelley.com, its services, or its location, despite the site being a multi-franchise dealership group in Fort Wayne, Indiana.

   What to change: Improve AI visibility by allowing crawlers, adding structured data, and building external citations so AI models can learn about the brand.

7. Sitemap.xml accessible only to anthropic-ai Medium

   The sitemap.xml returns 403 to non-Anthropic bots, preventing other crawlers from discovering the site's URL structure.

   What to change: Make sitemap.xml publicly accessible to all crawlers by removing the Akamai restriction.

8. No FAQ or comparison content on homepage Medium

   The homepage lacks FAQ, comparison tables, or other answer-format signals that AI engines use to extract structured answers.

   What to change: Add an FAQ section or comparison tables (e.g., new vs. used inventory) to the homepage to provide answer-format content.

What's working

• Key pages are fully server-rendered HTML — The homepage and key pages (inventory, financing, locations, contact) are server-rendered with meta descriptions and OG tags, making them indexable by crawlers that can access them.
• Anthropic AI crawler is allowed and receives full content — The anthropic-ai crawler gets a 200 response with 569KB of full HTML, including inventory, promotions, and location pages, ensuring at least one AI vendor can index the site.
• Descriptive title and meta description tags present — The homepage has a clear title and meta description that accurately describe the dealership group, which helps with indexing and snippet generation.
• Pages include robots index, follow directives — Key pages have meta robots tags set to index, follow, indicating the site intends for pages to be indexed.