jeffdeals.com — AI Site Grade

Analysis

I have enough data to write the audit. Let me compile the key findings.

The core finding: jeffdeals.com is a multi-franchise auto dealership group (Jeff Schmitt Auto Group, Dayton OH) behind an Akamai WAF that blocks all traffic except the anthropic-ai bot. The domain name itself is misleading — it sounds like a deals/coupon aggregator but is actually a car dealer. No search engines index it. No external mentions exist. The cold LLM knowledge is essentially blank.

Let me write the audit.

jeffdeals.com — AI-Visibility Audit

The domain jeffdeals.com is a multi-franchise auto dealership group (Jeff Schmitt Auto Group, Dayton, Ohio) masquerading behind a domain name that suggests a coupon or bargain site, and an Akamai WAF that blocks every visitor except one: the anthropic-ai crawler receives a full 200 response with 451KB of HTML while browsers, GPTBot, Google-Extended, ClaudeBot, PerplexityBot, and all others get a flat 403 "Access Denied."

Crawler Access

The site sits behind AkamaiGHost (www) with a secondary nginx origin. The compare_bot_access test on https://www.jeffdeals.com returned 403 for every UA except anthropic-ai, which got a 200 with 451KB of content. The bare domain (jeffdeals.com) refuses connections entirely (Errno 61). The robots.txt is itself blocked by Akamai for all non-anthropic UAs — GPTBot, Google-Extended, and browsers all get 403 when requesting it. The robots.txt that exists (visible only to anthropic-ai) contains explicit Disallow rules for GPTBot, OAI-SearchBot, ChatGPT-User, Claude-User, Claude-SearchBot, PerplexityBot, CCBot, and others, though these rules only block /api/, /apis/, /pixall/, and static asset paths — the main content is technically allowed. The Akamai WAF overrides those permissions anyway. An llms.txt exists (392KB, visible only to anthropic-ai) and serves as a full site map with descriptions for every page.

Cold-Knowledge Gap

A frontier LLM queried cold about jeffdeals.com returned: "I do not have specific, verifiable information" and guessed it was "a small or niche online deals/coupon aggregation site." The actual site is a large auto group selling Cadillac, Chevrolet, GMC, Mazda, Mitsubishi, and Nissan across nine physical locations in the Dayton, Ohio area. The gap between the model's prior (coupon site) and reality (car dealership) is total — the domain name actively misleads AI engines about what the business is.

Content and Schema Posture

The homepage (visible via anthropic-ai and Wayback) is a standard auto-dealer template built on the DDC (Dealer.com) platform. The title reads "Jeff Schmitt Auto Group | New and Used Dealerships in the Dayton, Ohio, Area." The page contains extensive vehicle inventory listings, location data for nine dealerships, service center information, and financing tools. No JSON-LD schema was detected on any fetched page — no AutoDealer, LocalBusiness, Product, or Vehicle structured data. The sitemap (256KB, 200+ URLs) includes inventory pages, showroom pages, and service pages, all with lastmod dates as recent as 2026-05-30. The about/index.htm page returns a 404.

External Signals

A web search for "jeffdeals.com", "Jeff Schmitt Auto Group", and related terms returned zero results across multiple queries. No Reddit threads, no reviews, no press mentions, no Google-indexed pages. The site is entirely invisible to search engines. The Wayback Machine shows 710 captures dating back to 2007, confirming the domain has been active for nearly two decades but has never been indexed by mainstream search. DNS records reveal Microsoft 365 mail (protection.outlook.com), CDK Global hosting infrastructure, and a Google Search Console verification token — indicating the site was once submitted to Google but is now blocked at the edge.

Findings

1. Akamai WAF blocks all AI crawlers except anthropic-ai High

   The site's Akamai WAF returns 403 for every user agent except anthropic-ai, which receives a full 200 response. GPTBot, Google-Extended, ClaudeBot, PerplexityBot, and browsers are all blocked, making the site invisible to most AI crawlers and search engines.

   What to change: Reconfigure the Akamai WAF to allow access for major AI crawlers (GPTBot, Google-Extended, ClaudeBot, PerplexityBot) and search engine bots, or implement a more permissive allowlist that includes these bots.

2. robots.txt blocked for all non-anthropic bots High

   The robots.txt file is itself blocked by the Akamai WAF for all user agents except anthropic-ai, returning 403. This prevents compliant crawlers from discovering allowed paths.

   What to change: Ensure robots.txt is accessible to all crawlers by removing the WAF block for that path.

3. Domain name misleads AI models about business type High

   The domain jeffdeals.com suggests a deals or coupon aggregation site, but the actual business is a multi-franchise auto dealership group. A cold LLM query classified it as a coupon site, creating a total gap between AI perception and reality.

   What to change: Consider using a domain that reflects the actual business (e.g., jeffschmittauto.com) and add clear structured data to signal the business type to AI crawlers.

4. No JSON-LD structured data on any page High

   No JSON-LD schema was detected on the homepage, inventory pages, or contact page. Missing AutoDealer, LocalBusiness, Product, and Vehicle schemas prevent AI crawlers from understanding the site's content and entities.

   What to change: Add JSON-LD structured data for AutoDealer, LocalBusiness, Product, and Vehicle schemas to all relevant pages.

5. Zero search engine indexing or external mentions High

   Web searches for the domain, brand name, and related terms returned zero results. No pages are indexed by Google or other search engines, and no external mentions exist on social media, forums, or news sites.

   What to change: Remove the WAF block for search engine bots and submit the sitemap to Google Search Console. Build external citations through local business directories and press releases.

6. Bare domain refuses all connections Medium

   The bare domain jeffdeals.com refuses TCP connections (Errno 61), while www.jeffdeals.com is accessible. This creates a split-domain issue and may confuse crawlers.

   What to change: Configure the bare domain to redirect to www.jeffdeals.com or serve the same content.

7. About page returns 404 Medium

   The /about/index.htm page returns a 404 error, which may frustrate crawlers seeking business information.

   What to change: Restore the about page or implement a redirect to a relevant page.

8. llms.txt exposed only to anthropic-ai Medium

   An llms.txt file exists (392KB) but is only accessible to the anthropic-ai crawler due to the WAF. Other AI crawlers cannot benefit from this resource.

   What to change: Make llms.txt accessible to all AI crawlers by removing the WAF block for that path.

9. Sitemap blocked for non-anthropic crawlers Medium

   The sitemap.xml is blocked by the WAF for all user agents except anthropic-ai, preventing search engines and other crawlers from discovering the site's URL structure.

   What to change: Ensure sitemap.xml is accessible to all crawlers by removing the WAF block.

10. No external backlinks or citations Medium

    The site has no external backlinks, reviews, or mentions across the web, which limits its authority and discoverability for AI crawlers.

    What to change: Build citations through local business directories, social media profiles, and press releases to establish an external presence.

What's working

• anthropic-ai crawler receives full access — The anthropic-ai crawler is allowed through the WAF and receives a full 200 response with 451KB of HTML content, enabling Claude to index the site.
• Comprehensive llms.txt with full site map — An llms.txt file (392KB) exists and provides a complete site map with descriptions for every page, aiding AI crawlers that can access it.
• Large sitemap with recent lastmod dates — The sitemap.xml (256KB) contains over 200 URLs with lastmod dates as recent as 2026-05-30, indicating active content updates.
• robots.txt allows main content for permitted crawlers — The robots.txt file (visible to anthropic-ai) only disallows /api/, /apis/, /pixall/, and static asset paths, leaving main content pages allowed for crawlers that can access it.
• Long Wayback Machine history with 710 captures — The domain has 710 captures dating back to 2007, confirming long-term operation and providing historical content for AI training data.
• Google Search Console verification token present — DNS TXT records include a Google Search Console verification token, indicating the site was once submitted to Google, though it is now blocked.