bobkingauto.com — AI Site Grade

Analysis

Bob King Auto Group — AI-Visibility Audit

The site's JSON-LD schema lists a Facebook page (PrestigeAutoMallOhio) and a phone number ((330) 634-9999) that both belong to an Ohio dealership, not the Winston-Salem dealer the site represents — a data contamination that poisons every AI model's understanding of the brand.

Crawler Access

All major AI crawlers — GPTBot, ClaudeBot, PerplexityBot, Google-Extended, OAI-SearchBot, anthropic-ai, ChatGPT-User — receive HTTP 200 with full content from the homepage and inventory pages. The robots.txt explicitly allows every AI bot with Allow: / and only blocks thin utility paths (/login, /print, /scheduletestdrive?*). No UA-based blocking exists. The site runs on Fastly CDN (Kestrel server) with Varnish caching and Signal Sciences WAF. The llms.txt does not exist — the URL redirects to the homepage, returning the same 58-word shell.

Content & Schema Posture

The homepage and all top-level pages (new-vehicles, service-scheduler) contain fewer than 70 words of visible text — essentially a JavaScript shell with location cards. The JSON-LD is ambitious: AutoDealer schema with AggregateRating (4.1 / 237 reviews), makesOffer covering 8 service types, and areaServed spanning 6 cities. However, the schema's telephone is (330) 634-9999 — an Ohio area code — and the sameAs array links to facebook.com/PrestigeAutoMallOhio (a different dealer group) and a YouTube channel that resolves to a consent wall. The brand field is set to "New and Used Cars" rather than the actual brand names (Hyundai, Kia, Mazda, Genesis). Deeper inventory pages like the IONIQ 5 model page do include FAQPage schema and substantive content (~1,100 words), but the thin top-level pages mean AI crawlers get minimal brand narrative from the site's entry points.

Cold-Knowledge Gap

A frontier LLM queried cold about "Bob King Auto Group Winston-Salem" reports the group sells Ford vehicles, was founded by Bob King in the 1970s, and operates a collision center — none of which appears on the actual site. The site sells Hyundai, Kia, Mazda, and Genesis (no Ford). No founding story or collision center exists anywhere on the domain. The LLM also recalls "mixed online reviews" — but web searches for the brand return zero external results on DuckDuckGo, suggesting the brand has vanishingly little off-domain footprint for AI engines to reference.

External Signals

The domain has no discoverable press coverage, Reddit threads, or third-party review aggregator results. The sameAs YouTube channel is unverifiable behind a consent wall. The Google Maps CID in the schema (1630105167966697147) is the only verifiable external citation. The DNS uses Barracuda email security and Namecheap nameservers — a modest hosting stack for a multi-location dealer group. The four physical locations (Genesis of Winston-Salem, Bob King Hyundai, Bob King Kia, Bob King Mazda) each have separate branded domains that the main site merely links out to, fragmenting the brand's AI footprint across five domains.

Findings

1. Schema lists Ohio dealership phone and Facebook page High

   The JSON-LD AutoDealer schema includes telephone (330) 634-9999 and sameAs facebook.com/PrestigeAutoMallOhio, both belonging to an Ohio dealership, not the Winston-Salem dealer. This poisons AI models' understanding of the brand.

   What to change: Update the JSON-LD schema to use the correct telephone number and Facebook page for Bob King Auto Group Winston-Salem.

2. Top-level pages contain fewer than 70 words of visible text High

   The homepage, new-vehicles, and service-scheduler pages are JavaScript shells with minimal text content, providing AI crawlers with almost no brand narrative or context.

   What to change: Add substantive HTML text content to top-level pages, including brand description, location details, and value propositions.

3. llms.txt file redirects to homepage Medium

   The llms.txt URL returns the homepage instead of a structured AI-readable file, missing an opportunity to provide curated brand information to AI crawlers.

   What to change: Create a proper llms.txt file with a summary of the dealership, locations, and key pages.

4. Schema brand field set to 'New and Used Cars' instead of actual brands Medium

   The JSON-LD brand field is 'New and Used Cars' rather than the actual brands sold (Hyundai, Kia, Mazda, Genesis), reducing schema accuracy.

   What to change: Set the brand field to the actual brand names or the dealership group name.

5. No external search results for the brand on DuckDuckGo High

   Multiple web searches for 'Bob King Auto' and related terms returned zero results, indicating no press coverage, reviews, or third-party mentions indexed.

   What to change: Build off-domain presence through local citations, press releases, and review profiles on Google, Yelp, and DealerRater.

6. LLM cold knowledge reports Ford vehicles and 1970s founding, none of which is on the site High

   A frontier LLM queried about Bob King Auto Group incorrectly states the group sells Ford vehicles and was founded in the 1970s, contradicting the site's actual inventory (Hyundai, Kia, Mazda, Genesis) and lacking any founding story.

   What to change: Add a clear 'About Us' page with founding story and accurate brand information to correct AI knowledge.

7. Four physical locations use separate branded domains, fragmenting AI footprint Medium

   The main site links out to separate domains for Genesis, Hyundai, Kia, and Mazda locations, splitting the brand's AI visibility across five domains.

   What to change: Consolidate location content under the main domain or ensure each subdomain has strong cross-linking and consistent schema.

8. YouTube channel in sameAs resolves to a consent wall Low

   The schema's sameAs YouTube channel URL returns a consent wall, making it unverifiable and providing no value to AI crawlers.

   What to change: Remove or replace the YouTube channel with a publicly accessible profile.

What's working

• All major AI crawlers allowed and receive full content — Robots.txt explicitly allows GPTBot, ClaudeBot, PerplexityBot, and others with Allow: /, and all return HTTP 200 with full content from homepage and inventory pages.
• Deeper inventory pages contain substantive text and FAQPage schema — Pages like the IONIQ 5 model page have ~1,100 words of content and FAQPage schema, providing rich information for AI crawlers.
• JSON-LD includes AggregateRating with 4.1 stars and 237 reviews — The schema includes an AggregateRating of 4.1 from 237 reviews, which can enhance rich results if the data is accurate.
• Schema includes a Google Maps CID for location verification — The JSON-LD contains a Google Maps CID (1630105167966697147), providing a verifiable external citation for the dealership's location.
• Site uses Fastly CDN with Varnish caching and WAF — The site runs on Fastly CDN (Kestrel server) with Varnish caching and Signal Sciences WAF, ensuring fast delivery and security.