richmondford.com — AI Site Grade

Analysis

Richmond Ford: AI crawlers see a thin brochure site while the actual inventory lives behind Akamai walls

The site's actual vehicle inventory — the content AI engines most need — is hosted on subdomains (richmondfordlincoln.com, richmondfordwest.com) behind Akamai that return 403 Access Denied to all crawlers including GPTBot, while the main richmondford.com runs on nginx and selectively drops connections for GPTBot, ClaudeBot, Google-Extended, anthropic-ai, Bytespider, and Applebot-Extended with "Server disconnected" errors.

Crawler Access

The robots.txt is a bare Yoast default with no AI-bot rules — User-agent: * with Disallow: (nothing blocked). Yet the server itself enforces a silent UA-based block. GPTBot, ClaudeBot, Google-Extended, anthropic-ai, Bytespider, and Applebot-Extended all receive zero-byte responses with server disconnection. Meanwhile, ChatGPT-User, OAI-SearchBot, PerplexityBot, and Perplexity-User get full 200 responses with the same 139KB payload as a browser. This is not a robots.txt block — it is a server-level or WAF-level UA filter that drops specific crawler connections before any HTTP response. The /llms.txt returns a 404 (WordPress HTML page). The sitemap indexes only 18 URLs across 3 sub-sitemaps, covering just 7 actual pages plus 11 location/brand taxonomy entries — no vehicle detail pages, no blog posts, no service pages.

Content & Schema

The homepage delivers only 164 words of visible text — a thin welcome paragraph, location names, and three bullet-point claims ("Most Awarded", "Vehicle Customization", "Transparent Pricing"). The schema is limited to WebPage, BreadcrumbList, and WebSite types with SearchAction. No AutoDealer, LocalBusiness, Product, Vehicle, or FAQPage schema exists anywhere on the site. The "Why Richmond Ford" page is the richest content (300 words) but still lacks structured data for the value propositions it lists (DrivenCare warranty, mobile service, state inspections). The "Truth About Pricing" page (620 words) is the most substantive page but has not been updated since April 2021. The /welcome-beta/ page is a near-duplicate of the homepage with a different slug and its own canonical URL — a canonical duplication issue.

Cold-Knowledge Gap

An LLM queried cold knows Richmond Ford as a "full-service Ford dealership" serving the Richmond metro area, mentions F-150, Mustang, Explorer, and electric vehicles, and notes "mixed" reviews with "occasional complaints about sales pressure or pricing transparency." The site itself never mentions electric vehicles on the homepage, has no dedicated EV page, and its showcase page lists the F-150 Lightning and Mustang Mach-E only as model names with links to external inventory. The cold model knows about "Midlothian Turnpike and West Broad Street" locations — but the site lists five locations including West Point (30+ miles from Richmond) and a Commercial Truck Center, which the model does not mention. The model also recalls "decades" of history, while the site claims "over 100 years" — a specific longevity claim the LLM does not reproduce.

External Signals

The site's actual inventory lives on separate subdomains (richmondfordlincoln.com, richmondfordwest.com, westpointvaford.com, richmondlincoln.net, richmondcommercialtrucks.com) all behind Akamai CDN with blanket 403 blocks. These subdomains are the pages AI engines would most want to crawl for vehicle listings, pricing, and availability — and they are entirely inaccessible. The main site links to a YouTube channel and a Hireology careers portal, but no external review aggregations, press mentions, or Reddit threads surfaced in search. The "Salute to Dealers" award (one of six globally) is a strong reputational signal mentioned on the community page but absent from the homepage and from any structured schema.

Surprising Details

The /welcome-beta/ page (published September 2025) is a duplicate of the homepage with its own canonical — suggesting a redesign or A/B test that was left indexed. The /brand/ford/ archive page contains only 9 words of visible text. The /showcase/ page lists 14 Ford and 4 Lincoln models but each has only a "Current Inventory:" heading with external links — no descriptions, specs, or pricing. The site has no blog, no news section, no service specials page, and no financing page in its sitemap. The entire AI-visible footprint is 7 thin pages totaling roughly 2,000 words of content, with no FAQ, no comparison tables, and no structured data for the automotive vertical.

Findings

1. Major AI crawlers receive server disconnection errors High

   GPTBot, ClaudeBot, Google-Extended, anthropic-ai, Bytespider, and Applebot-Extended all receive zero-byte responses with server disconnection from the main site, while ChatGPT-User, OAI-SearchBot, PerplexityBot, and Perplexity-User get full 200 responses. This is a server-level or WAF-level UA filter, not a robots.txt block.

   What to change: Remove the server-level UA filter that drops connections for AI crawlers, or configure it to allow these bots to access the site.

2. Inventory subdomains return 403 to all crawlers High

   The actual vehicle inventory is hosted on subdomains (richmondfordlincoln.com, richmondfordwest.com) behind Akamai CDN, which returns 403 Access Denied to both GPTBot and browser user agents, making all vehicle listings, pricing, and availability invisible to AI engines.

   What to change: Allow AI crawlers to access inventory subdomains by adjusting Akamai WAF rules or serving a static version of inventory pages to bots.

3. No AutoDealer, LocalBusiness, or Vehicle schema present High

   The site only includes WebPage, BreadcrumbList, and WebSite schema with SearchAction. Missing AutoDealer, LocalBusiness, Product, Vehicle, and FAQPage schema, which are critical for AI engines to understand the dealership's offerings and location.

   What to change: Add AutoDealer, LocalBusiness, and Vehicle structured data markup to relevant pages, including inventory listings and location pages.

4. Homepage delivers only 164 words of visible text Medium

   The homepage contains a thin welcome paragraph, location names, and three bullet-point claims. This provides minimal context for AI crawlers to understand the dealership's value proposition.

   What to change: Expand homepage content with detailed descriptions of services, inventory highlights, and unique selling points.

5. Pricing page content not updated since April 2021 Medium

   The 'Truth About Pricing' page (620 words) is the most substantive page but has not been updated in over three years, potentially providing outdated information to AI engines.

   What to change: Review and update the pricing page content to reflect current policies and pricing transparency.

6. Duplicate homepage content with separate canonical URL Medium

   The /welcome-beta/ page is a near-duplicate of the homepage with its own canonical URL, creating a canonical duplication issue that can confuse crawlers.

   What to change: Remove the duplicate page or add a canonical tag pointing to the main homepage.

7. No /llms.txt file available Low

   The /llms.txt endpoint returns a 404 WordPress HTML page, missing an opportunity to guide AI crawlers to key content.

   What to change: Create an /llms.txt file listing important pages for AI crawlers.

8. Brand archive page contains only 9 words Low

   The /brand/ford/ archive page has minimal content, providing no value to AI crawlers.

   What to change: Add descriptive content to brand archive pages or remove them from the sitemap.

9. Showcase page lists models without descriptions or pricing Medium

   The showcase page lists 14 Ford and 4 Lincoln models but each has only a 'Current Inventory:' heading with external links, no descriptions, specs, or pricing.

   What to change: Add model descriptions, specs, and pricing to the showcase page, or include structured data for each vehicle.

10. No blog, news, or service specials pages in sitemap Medium

    The sitemap contains only 7 actual pages plus taxonomy entries, with no blog, news, service specials, or financing pages, limiting the site's AI-visible footprint.

    What to change: Create and index blog posts, news articles, and service specials pages to expand content depth.

11. LLM cold knowledge includes electric vehicles but site does not Medium

    An LLM queried cold knows about electric vehicles like F-150 Lightning and Mustang Mach-E, but the site's homepage does not mention EVs and the showcase page only lists model names with external links.

    What to change: Add dedicated EV content and structured data to highlight electric vehicle offerings.

12. Salute to Dealers award absent from homepage and schema Low

    The 'Salute to Dealers' award (one of six globally) is mentioned on the community page but not on the homepage or in any structured data, missing a strong reputational signal.

    What to change: Feature the award prominently on the homepage and include it in structured data (e.g., Award schema).

What's working

• Robots.txt does not block any AI crawlers — The robots.txt file has a bare Yoast default with User-agent: * and Disallow: (nothing blocked), meaning no AI crawlers are explicitly disallowed at the robots.txt level.
• ChatGPT-User, OAI-SearchBot, PerplexityBot, and Perplexity-User receive full 200 responses — These AI crawlers are not blocked and receive the same 139KB payload as a browser, allowing some AI visibility.
• Sitemap is available and indexes 18 URLs — The sitemap index is accessible and contains 18 URLs across 3 sub-sitemaps, providing a basic crawl path for search engines.
• Truth About Pricing page offers detailed content — At 620 words, this page is the most substantive on the site, explaining the dealership's pricing philosophy.
• Community involvement page highlights awards and local engagement — The community page (425 words) details awards like the Salute to Dealers and community activities, providing positive reputational content.
• Locations page lists all dealership addresses and hours — The locations page (298 words) provides addresses, phone numbers, and hours for all five locations, aiding local SEO.
• Showcase page lists 18 vehicle models — The showcase page enumerates 14 Ford and 4 Lincoln models, providing a basic inventory overview.
• WebPage, BreadcrumbList, and WebSite schema are implemented — The site includes basic schema types that help search engines understand page structure and site identity.