tombush.com — AI Site Grade

Analysis

The GeoCoordinates on every page point to the middle of the Atlantic Ocean (latitude 39, longitude -56.151), not Jacksonville, Florida — a structured-data error that poisons every AI crawler's understanding of the business's physical location.

Crawler Access

All major AI crawlers — GPTBot, ClaudeBot, PerplexityBot, Google-Extended, OAI-SearchBot, Applebot-Extended, Bytespider — receive a full 200 response with identical byte payload to a browser. No UA-based blocking exists. The site runs on DealerOn (ASP.NET) behind nginx/Fastly with 4-hour cache and 14-day stale-while-revalidate. The robots.txt has a single catch-all User-Agent: * with Crawl-delay: 10 and no AI-bot-specific rules whatsoever. /llms.txt returns a 404 — the DealerOn platform serves a branded error page with noindex,nofollow.

Schema Posture

Every page carries the same two JSON-LD blocks: AutomotiveBusiness and WebSite. The AutomotiveBusiness schema has a critical defect: the GeoCoordinates are hardcoded to latitude: 39, longitude: -56.151153564453125 — coordinates that fall in the North Atlantic Ocean, roughly 1,500 km east of Newfoundland. The actual address (9850 Atlantic Blvd., Jacksonville, FL 32225) is correct in the PostalAddress block, but the geo coordinates contradict it. This error appears identically on every page crawled. The WebSite schema includes a SearchAction target. No FAQPage, Product, Vehicle, LocalBusiness subtype refinement, or Review schema is present anywhere. The brand-specific subdomains (tombushvw.com, tombushbmw.com) use AutoDealer schema with correct coordinates (0,0 — a different error) and richer department-level markup.

Cold-Knowledge Gap

The LLM knows Tom Bush as a Jacksonville-based family auto group selling BMW, MINI, Volkswagen, and Mazda, founded in 1969 by Tom Bush. It mentions "mixed online reviews" and "no-haggle pricing." The site itself confirms the founding year as 1970 (not 1969), lists VinFast as a 2024 addition, and prominently features a "Never Pay Over Sticker" pricing promise. The cold model had no awareness of the VinFast franchise, the "Never Pay Over Sticker" positioning, the fourth-generation family leadership (Megan Bush Del Pizzo and Brian Bush), or the EV tax-credit content. The site's strongest differentiators — transparent pricing and EV readiness — are invisible to the model without live retrieval.

Content & External Signals

The homepage is a 615-word navigation hub with 1,195 vehicles listed, but the visible text is dominated by repeated navigation links. The "About Us" page contains a detailed family timeline from 1918 through 2024, including the VinFast opening. The "Community & News" page is thin (418 words, mostly navigation boilerplate) with only three brief philanthropy items. External search returned zero indexed results for the brand on DuckDuckGo — an anomaly that may reflect the search engine's limitations rather than the brand's actual web presence, but it means AI models have limited off-domain citation material to draw from. The brand-specific subdomains carry richer schema (departments, AutoDealer with brand affiliations) and external review links to DealerRater, Cars.com, Edmunds, and Yelp — none of which are linked from the main tombush.com site.

Findings

1. GeoCoordinates point to the Atlantic Ocean, not Jacksonville High

   Every page's AutomotiveBusiness JSON-LD hardcodes latitude 39 and longitude -56.151, placing the business in the North Atlantic Ocean. This contradicts the correct PostalAddress and poisons AI crawlers' understanding of the physical location.

   What to change: Update the GeoCoordinates in the AutomotiveBusiness schema to the correct latitude (30.3322) and longitude (-81.6557) for the Jacksonville address.

2. /llms.txt returns 404 with noindex Medium

   The site lacks an llms.txt file, returning a 404 with a noindex,nofollow error page. This prevents AI crawlers from discovering a curated list of important URLs.

   What to change: Create an llms.txt file listing key pages such as about, locations, never-pay-over-sticker, and used-ev-tax-credit.

3. Robots.txt has no AI-bot-specific rules Low

   The robots.txt only has a catch-all rule with Crawl-delay: 10 and no explicit rules for GPTBot, ClaudeBot, or other AI crawlers. While not blocking, it misses the opportunity to guide crawlers to important pages.

   What to change: Add specific rules for AI crawlers, allowing them to crawl key pages and disallowing low-value sections.

4. No Vehicle or Product schema on inventory pages High

   The site lacks Vehicle or Product structured data for its 1,195 listed vehicles. AI crawlers cannot extract make, model, year, price, or availability from schema, reducing visibility in AI-driven search results.

   What to change: Add Vehicle or Product schema to each vehicle listing page with properties such as name, brand, model, vehicleModelDate, price, and offers.

5. No Review or AggregateRating schema anywhere Medium

   The site has no Review or AggregateRating structured data, despite having external reviews on DealerRater, Cars.com, and Yelp. AI crawlers cannot surface review data from the site itself.

   What to change: Add AggregateRating schema to the homepage and location pages, referencing review counts and average scores from third-party platforms.

6. No FAQPage schema on key content pages Medium

   Pages like 'Never Pay Over Sticker' and 'Used EV Tax Credit' contain Q&A-style content but lack FAQPage schema. This reduces the chance of appearing in AI-generated answers.

   What to change: Add FAQPage schema to pages with question-answer content, marking up each question and answer.

7. LLM knowledge lacks VinFast franchise and key differentiators Medium

   The cold LLM had no awareness of the VinFast franchise addition in 2024, the 'Never Pay Over Sticker' pricing promise, or the EV tax credit content. These differentiators are invisible without live retrieval.

   What to change: Ensure these differentiators are prominently featured in schema markup and on the homepage, and consider creating an llms.txt to guide crawlers.

8. Community & News page is thin with only three items Low

   The Community & News page contains only 418 words, mostly navigation boilerplate, with just three brief philanthropy items. This provides little substantive content for AI crawlers to index.

   What to change: Expand the Community & News page with more detailed articles, press releases, and events to provide richer content for AI crawlers.

9. Main site lacks links to external review profiles Low

   The brand-specific subdomains link to DealerRater, Cars.com, Edmunds, and Yelp, but the main tombush.com site does not. This reduces the ability of AI crawlers to associate review signals with the main domain.

   What to change: Add links to external review profiles on the homepage and location pages, and include them in structured data.

10. External search returns zero indexed results for the brand Medium

    DuckDuckGo searches for 'Tom Bush Family of Dealerships Jacksonville' returned zero results. While this may reflect search engine limitations, it means AI models have limited off-domain citation material.

    What to change: Investigate indexing issues and improve off-site SEO to ensure the brand appears in search results.

What's working

• All major AI crawlers receive full access — GPTBot, ClaudeBot, PerplexityBot, and others receive a 200 response with identical content to browsers. No UA-based blocking exists.
• AutomotiveBusiness schema present on every page — Every page includes AutomotiveBusiness and WebSite JSON-LD, providing a baseline of structured data for AI crawlers.
• PostalAddress in schema is correct — The PostalAddress block within AutomotiveBusiness contains the correct street address, city, state, and ZIP code for the Jacksonville location.
• WebSite schema includes SearchAction — The WebSite schema includes a SearchAction target, enabling AI crawlers to understand the site's search functionality.
• About Us page contains rich family history — The About Us page provides a detailed timeline from 1918 to 2024, including the VinFast opening and fourth-generation leadership, offering substantial content for AI crawlers.
• Used EV Tax Credit page provides detailed information — The Used EV Tax Credit page contains 833 words of detailed content about eligibility and requirements, which is valuable for AI crawlers and potential customers.
• Never Pay Over Sticker page highlights pricing promise — The Never Pay Over Sticker page clearly explains the no-haggle pricing policy, a key differentiator that AI crawlers can index.
• Brand subdomains use richer AutoDealer schema — Subdomains like tombushvw.com and tombushbmw.com use AutoDealer schema with department-level markup and brand affiliations, providing more detailed structured data.