AI Site Grade
courtesyautomotivegroup.com — AI Site Grade
Courtesy Automotive Group's site is completely invisible to AI crawlers due to a Cloudflare 403 wall, with no accessible content, no robots.txt, and no external signals.
The domain courtesyautomotivegroup.com blocks all AI crawlers with a 403 Forbidden, has no discoverable content, and lacks any external presence, leaving AI models to rely on hallucinated knowledge.
- Findings
- 11
- Evidence checks
- 32
- Completed
- 30 May 2026
Analysis
Cloudflare 403 Wall: The Site AI Crawlers Cannot See
Every single AI crawler — GPTBot, ClaudeBot, PerplexityBot, Google-Extended, Applebot-Extended, OAI-SearchBot, and Bytespider — receives a 403 Forbidden from www.courtesyautomotivegroup.com, identical to the block served to a standard browser. The site has no robots.txt accessible (also 403), no llms.txt (also 403), no sitemap, and no Wayback snapshot. The domain resolves to a Cloudflare-protected IP (74.119.99.3) that is a CNAME for pod47.dealerinspire.com, a DealerInspire platform pod. The homepage title is "Dealer Website" — a generic placeholder — and returns zero words of visible text. The site is functionally invisible to the entire AI ecosystem.
Cold-Knowledge Gap
The LLM model queried about "Courtesy Automotive Group" describes a family-owned Florida dealership chain selling Ford, Chevrolet, Nissan, and Hyundai, with locations in Tampa, Orlando, and Jacksonville, a reputation for community involvement, and a digital retailing focus. This prior knowledge is entirely disconnected from the actual domain: no external search results, no indexed pages, no reviews, no Reddit threads, no press mentions, and no Wayback history exist for courtesyautomotivegroup.com. The model's knowledge appears to be hallucinated or conflated with a different entity — there is no evidence this domain corresponds to any operational dealership.
Schema and Content Posture
The homepage contains zero JSON-LD schema, zero headings, zero visible text, and zero internal or external links. The X-Cars-Signature-V1 response header suggests an automotive platform (likely DealerInspire) is serving the backend, but the Cloudflare WAF blocks all requests before any content renders. No FAQ, comparison, table, or answer-format signals are present. The site has no discoverable URL structure beyond the root.
External Signals
No external mentions of courtesyautomotivegroup.com exist across web search, social, or review platforms. The domain has two Google site verification TXT records but no indexed pages. The absence of any off-domain footprint — combined with the total Cloudflare blockade — means AI engines have no signal source to correct or supplement the hallucinated cold knowledge. The gap between what the model "knows" and what the site actually presents is absolute: the model describes a real business; the site delivers nothing.
Findings
Cloudflare 403 blocks all AI crawlers High
Every AI crawler tested receives a 403 Forbidden response from the site, identical to the block served to standard browsers. The site has no accessible robots.txt, llms.txt, or sitemap.
What to change: Configure Cloudflare WAF to allow AI crawler user agents (e.g., GPTBot, ClaudeBot) and serve a robots.txt that permits crawling.
No accessible robots.txt High
The robots.txt endpoint returns a 403 Forbidden, preventing any crawler from understanding crawl rules.
What to change: Serve a robots.txt file that allows AI crawlers and references a sitemap.
No llms.txt file Medium
The llms.txt endpoint returns a 403, missing an opportunity to guide AI crawlers to key content.
What to change: Create an llms.txt file listing important pages for AI crawlers.
Homepage returns zero visible content High
The homepage returns a 403 with zero words of visible text, a generic 'Dealer Website' title, and no headings, links, or schema.
What to change: Ensure the homepage serves HTML content with descriptive title, headings, and text, and allow crawlers to access it.
No accessible sitemap High
Both sitemap.xml and sitemap_index.xml return 403, preventing crawlers from discovering URLs.
What to change: Generate and serve a sitemap.xml listing all public pages, and allow crawlers to access it.
No JSON-LD schema on homepage Medium
The homepage contains zero JSON-LD structured data, missing opportunities for rich results and AI understanding.
What to change: Add JSON-LD schema for LocalBusiness, AutoDealer, and other relevant types.
No external signals or indexed pages High
Web searches for the domain and brand return zero results. No indexed pages, reviews, press mentions, or social signals exist.
What to change: Build external presence through listings, reviews, and content marketing to generate indexed pages and citations.
No Wayback Machine snapshot Medium
The domain has no archived snapshot, indicating no historical content or crawl history.
What to change: Ensure the site is crawlable and indexed to build a crawl history.
LLM knowledge about the brand is hallucinated High
The LLM describes a Florida dealership chain with specific brands and locations, but no evidence supports this domain corresponds to that entity. The model's prior knowledge is disconnected from the actual site.
What to change: Publish accurate business information on the site and ensure it is crawlable to correct AI knowledge.
Generic homepage title 'Dealer Website' Medium
The homepage title is 'Dealer Website', a placeholder that provides no brand or content signal.
What to change: Update the homepage title to include the business name and relevant keywords.
Cloudflare WAF blocks all requests High
The site uses Cloudflare WAF that blocks all requests, including legitimate crawlers, returning a 403 with 'Attention Required!' page.
What to change: Configure Cloudflare WAF to allow AI crawler user agents and serve content to them.
Track courtesyautomotivegroup.com across AI search
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