hanlees.net — AI Site Grade

Analysis

The Site Is a Ghost

Every single page on hanlees.net returns HTTP 403 to all visitors — browsers, GPTBot, ClaudeBot, Google-Extended, PerplexityBot, and every other AI crawler tested. The live site is a Cloudflare-walled shell that serves zero visible content. The only accessible version of the brand's website exists in the Wayback Machine, where snapshots from October 2025 show a functioning auto dealer homepage.

Crawler Access

The live site has no accessible robots.txt (returns 403 with a Cloudflare HTML page) and no llms.txt (same 403 response). All 11 bot user-agents tested — including GPTBot, ClaudeBot, Google-Extended, PerplexityBot, OAI-SearchBot, Applebot-Extended, and anthropic-ai — receive 403 Forbidden with no content. The server header identifies Cloudflare, and the response includes x-cars-signature-v1 headers, indicating the site runs on the DealerInspire platform (a common auto-dealer CMS). The Cloudflare WAF is configured to block all non-browser traffic, or the site has been taken offline entirely and only serves a bare-bones "Dealer Website" title page to blocked requests.

Cold-Knowledge Gap

The LLM model knows Hanlees as a "family-owned auto dealership group based in the San Francisco Bay Area" operating Toyota, Honda, Nissan, Hyundai, and Ford franchises in Richmond, Fairfield, and Vallejo — and recalls a 2019 California Attorney General settlement over deceptive sales practices. The archived site, however, describes Hanlees as starting in Davis, CA in 1993 with three brothers, now operating 14 dealerships across Northern California including Davis, Fairfield, Napa, Richmond, and Hilltop locations. The model's knowledge is geographically imprecise (mentions Vallejo, which does not appear on the site) and omits the Davis headquarters entirely. The gap between the model's recollection of a legal settlement and the site's self-presentation as a community-focused "automotive family" is stark — the site contains zero mention of any legal history.

Schema Posture

The archived homepage includes proper AutoDealer and Organization JSON-LD schema with name, address (5009 Chiles Rd, Davis, CA 95618), telephone (707-253-9100), price range, and logo. The schema is well-formed but references a dealerinspire.com image CDN. The live site serves no schema at all — it returns only the Cloudflare 403 page.

External Signals

DuckDuckGo returns zero search results for "hanlees", "hanlees auto group", or any variant — an extraordinary absence for a dealership group claiming 14 locations. No external reviews, Reddit threads, or press mentions surfaced through search. The Wayback Machine shows the site was actively crawled and captured through late 2025, meaning the 403 wall is a recent change. Individual dealer subdomains (e.g., hanleesdavistoyota.com) also return 403. The entire digital footprint of a multi-dealership auto group has been effectively erased from the open web.

Findings

1. Live site returns 403 to all visitors High

   Every page on hanlees.net returns HTTP 403 Forbidden to browsers and all AI crawlers tested, including GPTBot, ClaudeBot, Google-Extended, and PerplexityBot. The site is a Cloudflare-walled shell with no visible content.

   What to change: Remove the blanket 403 block or configure Cloudflare WAF to allow AI crawler user-agents and legitimate browser traffic.

2. Robots.txt returns 403, blocking crawler directives High

   The robots.txt file at hanlees.net/robots.txt returns HTTP 403 with a Cloudflare HTML page, making it impossible for crawlers to discover allowed paths.

   What to change: Serve a valid robots.txt that allows AI crawlers to access the site.

3. llms.txt returns 403, missing AI guidance Medium

   The llms.txt file at hanlees.net/llms.txt returns HTTP 403, providing no guidance to AI crawlers about which pages to use.

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

4. Zero search results for brand and domain High

   DuckDuckGo returns zero results for queries including 'hanlees', 'hanlees auto group', and 'hanlees.net'. The entire digital footprint of a 14-dealership group is absent from search engines.

   What to change: Ensure the live site is publicly accessible and indexed by search engines; submit sitemaps to Google and Bing.

5. No structured data on live site High

   The live site serves no JSON-LD or other structured data because it returns only a Cloudflare 403 page. The archived homepage had proper AutoDealer and Organization schema, but that is not accessible.

   What to change: Restore the live site with the previously working JSON-LD schema for AutoDealer and Organization.

6. LLM knowledge of Hanlees is geographically imprecise and omits Davis headquarters Medium

   The LLM model recalls Hanlees as serving Richmond, Fairfield, and Vallejo, but the archived site states the company started in Davis, CA and now operates 14 dealerships including Davis, Fairfield, Napa, Richmond, and Hilltop. The model omits Davis and incorrectly includes Vallejo.

   What to change: Publish accurate location and history content on the live site to correct LLM knowledge.

7. Site omits 2019 legal settlement mentioned in LLM knowledge Low

   The LLM model recalls a 2019 California Attorney General settlement over deceptive sales practices, but the archived site presents Hanlees as a community-focused 'automotive family' with no mention of legal history.

8. Dealer subdomains also return 403 High

   Individual dealer subdomains like hanleesdavistoyota.com also return HTTP 403, indicating the entire digital presence is blocked.

   What to change: Ensure all dealer subdomains are publicly accessible and not blocked by Cloudflare.

9. No URLs discovered for the domain High

   The URL discovery tool found zero known URLs for hanlees.net, indicating no sitemaps or indexed pages are accessible.

   What to change: Publish a sitemap.xml and submit it to search engines.

10. Cloudflare WAF blocks all non-browser traffic High

    The server headers indicate Cloudflare, and all 11 tested bot user-agents receive 403. The WAF is configured to block all non-browser traffic, preventing AI crawlers from accessing any content.

    What to change: Configure Cloudflare WAF to allow AI crawler user-agents (e.g., GPTBot, ClaudeBot) while maintaining security.

What's working

• Archived homepage includes valid AutoDealer and Organization JSON-LD — The Wayback Machine snapshot from October 2025 contains well-formed JSON-LD schema with name, address, telephone, price range, and logo, which is ideal for AI visibility.
• Archived site clearly describes 14 dealership locations and history — The archived homepage provides a clear narrative of the company's founding in Davis, CA in 1993 and lists 14 dealership locations, which helps establish brand authority.
• Wayback Machine has recent snapshots of the site through late 2025 — The site was actively crawled and captured by the Wayback Machine through October 2025, indicating the 403 wall is a recent change and the site previously had public content.