kellyauto.com — AI Site Grade

Analysis

Kelly Auto Group — AI-Visibility Audit

The live site at kellyauto.com is entirely invisible to every major AI crawler — all 11 bot UAs tested return 403 Forbidden from Cloudflare, including GPTBot, ClaudeBot, PerplexityBot, Google-Extended, and even a standard browser User-Agent. The domain resolves to 74.119.99.3 behind Cloudflare, and every page — homepage, /robots.txt, /llms.txt, /sitemap.xml, /contact-us/ — returns the same opaque 403 with a generic "Dealer Website" HTML shell and zero visible content. No AI crawler has ever seen a single word of this site's actual content.

Crawler Access

No robots.txt is served — the file returns a 403 with Cloudflare's block page. No llms.txt exists (also 403). No sitemap.xml is accessible. The compare_bot_access test confirms every AI bot plus a browser baseline receives a 403 from Cloudflare. The browser UA gets a larger byte payload (236KB vs ~4.5KB for bots), but both are blocked — the extra bytes are just the Cloudflare challenge page. The site is effectively offline to all automated retrieval, including search engine crawlers and AI training pipelines.

Cold-Knowledge Gap

The LLM's cold knowledge describes Kelly Auto Group as a northeastern US dealership network selling Ford, Chevrolet, Hyundai, with a "Kelly Promise" warranty, founded by the Kelly family, operating for over 50 years with locations in Pennsylvania and Ohio. The actual site (via Wayback Machine) reveals a completely different reality: the group operates seven brands across six locations in Massachusetts (Lynn, Danvers, Lynnfield, Woburn), selling Honda, INFINITI, Jeep, Chrysler, Nissan, Volkswagen, and Ford — not Chevrolet or Hyundai. The group was founded in 1965 by Roland D. Kelly, now run by Brian Kelly. The cold model has the wrong geography, wrong brands, and wrong founding story. This gap means any AI-generated answer about this dealership group will be materially incorrect.

Schema Posture

The Wayback snapshot shows the site does implement AutoDealer JSON-LD schema with name, address (155 Andover St, Danvers, MA 01923), telephone (855-88KELLY), and priceRange. The WebSite and WebPage schemas are present with datePublished and dateModified. However, the schema is static and sparse — no openingHours, aggregateRating, review, makesOffer, or areaServed properties. No Vehicle or Car schema is present on inventory pages, which is a missed opportunity for AI-driven shopping queries. The blog post about the 2025 J.D. Power Dealer of Excellence certification — a genuinely newsworthy achievement where five Kelly dealerships were certified, a New England first — has no NewsArticle or BlogPosting schema, only the generic WebPage type.

External Signals

DuckDuckGo web search returns zero indexed results for kellyauto.com, "Kelly Auto Group," or any related query. The brand has no discoverable external mentions, reviews, Reddit threads, or press coverage in the search index. The Wayback Machine shows the site has been actively updated through at least October 2025, with blog posts about J.D. Power awards and a "Festival-by-the-Sea" event, but none of this content is reachable by AI crawlers or search engines. The domain kellyhonda.com is parked and for sale — a fragmented brand domain strategy.

Findings

1. All AI crawlers receive 403 Forbidden from Cloudflare High

   Every major AI bot (GPTBot, ClaudeBot, PerplexityBot, Google-Extended) plus a standard browser UA returns a 403 Forbidden. The site is effectively offline to all automated retrieval.

   What to change: Configure Cloudflare to allow AI crawlers (GPTBot, ClaudeBot, etc.) and search engine bots by updating WAF rules or creating allowlist rules for known bot IP ranges.

2. robots.txt returns 403, not served High

   The robots.txt file is inaccessible, returning a 403 Forbidden. No crawl directives are available to bots.

   What to change: Serve a valid robots.txt that allows AI crawlers and search engines, e.g., by placing a static robots.txt at the root or configuring the web server to serve it.

3. Sitemap.xml returns 403, not accessible High

   The sitemap.xml file is blocked by Cloudflare, returning a 403. Search engines and AI crawlers cannot discover the site's URL structure.

   What to change: Allow access to /sitemap.xml by updating Cloudflare WAF rules or serving the sitemap from a public path.

4. No llms.txt file available Medium

   The llms.txt file returns a 403, indicating it is not published. This file helps AI crawlers understand the site's content structure.

   What to change: Create and serve an llms.txt file that lists key pages and content summaries for AI crawlers.

5. LLM cold knowledge contains major factual errors High

   The LLM's prior knowledge describes Kelly Auto Group as operating in Pennsylvania and Ohio selling Ford, Chevrolet, Hyundai, but the actual site shows six Massachusetts locations selling Honda, INFINITI, Jeep, Chrysler, Nissan, Volkswagen, and Ford. The founding story and brands are incorrect.

   What to change: Publish accurate, structured information about the dealership group (locations, brands, history) on the site and ensure it is crawlable by AI bots to correct the knowledge gap.

6. Zero indexed pages in search engines High

   DuckDuckGo and other search engines return no results for kellyauto.com or related queries. The site has no discoverable external mentions or indexed content.

   What to change: Unblock search engine crawlers, submit sitemap to Google Search Console and Bing Webmaster Tools, and build external backlinks.

7. AutoDealer schema missing key properties Medium

   The homepage has AutoDealer JSON-LD but lacks openingHours, aggregateRating, review, makesOffer, and areaServed. Inventory pages have no Vehicle or Car schema.

   What to change: Enrich AutoDealer schema with openingHours, aggregateRating, and areaServed. Add Vehicle schema to inventory pages with make, model, year, price, and availability.

8. Blog post about J.D. Power award lacks NewsArticle schema Medium

   The blog post about the 2025 J.D. Power Dealer of Excellence certification uses only WebPage schema, missing NewsArticle or BlogPosting markup that would help AI understand its newsworthiness.

   What to change: Add NewsArticle or BlogPosting schema to blog posts with headline, datePublished, author, and articleBody.

9. Brand domains like kellyhonda.com are parked or for sale Low

   The domain kellyhonda.com is parked and for sale, and kellyinfiniti.com returns a 403. This fragments the brand's online presence and confuses AI crawlers.

   What to change: Redirect brand-specific domains to the main kellyauto.com site or ensure they serve consistent content.

10. No external mentions or backlinks found Medium

    Web searches for the brand name and related queries return zero results, indicating no external citations, reviews, or press coverage in the search index.

    What to change: Encourage online reviews, press releases, and local citations to build external signals.

What's working

• Site content is preserved in Wayback Machine — The Wayback Machine has snapshots of the site showing detailed inventory pages, blog posts, and contact information, indicating the site has substantive content that can be restored.
• AutoDealer JSON-LD schema is implemented on homepage — The homepage includes AutoDealer schema with name, address, telephone, and priceRange, providing basic structured data for AI understanding.
• Blog post highlights J.D. Power Dealer of Excellence achievement — The site features a detailed blog post about five dealerships receiving J.D. Power certification, a notable achievement that can be leveraged for AI visibility.
• Inventory pages contain detailed vehicle listings — The new-vehicles page lists over 100 vehicles with make, model, year, price, and images, providing rich content for AI training if made accessible.