pepeautogroup.com — AI Site Grade

Analysis

Pepe Auto Group's live site is entirely inaccessible to every AI crawler and browser — a Cloudflare 403 wall blocks all traffic, while the Wayback Machine shows a fully functional luxury dealership that was last updated in April 2025.

Crawler Access

Every AI crawler tested — GPTBot, ClaudeBot, PerplexityBot, Google-Extended, OAI-SearchBot, ChatGPT-User, Bytespider, Applebot-Extended, and anthropic-ai — receives a 403 Forbidden from Cloudflare with a ~4.5KB HTML shell (no content). The browser baseline also gets 403 with a larger 236KB shell (embedded font data, still zero visible page content). No robots.txt or llms.txt is reachable; both return the same 403 shell. The site runs on Cloudflare (cf-ray headers present) with DNS on AWS Route53 and hosting via Dealer Inspire (per Wayback content). The WAF is configured to block all unauthenticated traffic — no AI crawler can index a single page.

Cold-Knowledge Gap

The LLM knows Pepe Auto Group as a Houston, Texas dealership group selling Honda, Toyota, Nissan, and Kia — a complete geographic and brand mismatch. The actual site (visible only via Wayback) is a Westchester/Rockland County, New York luxury group selling Mercedes-Benz, Cadillac, Genesis, Porsche, Audi, and Sprinter vans from six locations. The model's prior is entirely wrong: wrong state, wrong brands, wrong market positioning. This gap exists because the live site has been dark to crawlers for so long that the training data (likely scraped from fragmented third-party sources or outdated directories) overwrote the actual brand identity.

Schema Posture

The Wayback snapshot reveals proper AutoDealer schema with name, address (50 Bank St, White Plains, NY 10606), telephone, and priceRange. The WebSite and WebPage types are present with dateModified showing updates as recently as April 21, 2025. However, this schema only exists in the archived version — the live site serves zero JSON-LD of any kind. No FAQ schema, no Product schema for individual vehicles, no Review schema. The site uses Dealer Inspire as its platform, which typically generates schema server-side, but the Cloudflare block prevents that from reaching any crawler.

External Signals

The site has zero indexed external presence on current search engines. Searches for "Pepe Auto Group" across review sites, dealer directories, and news returned no results. The Wayback archive shows the group operates individual brand-specific domains (genesisofwhiteplains.com, porschewhiteplains.com) that may be independently accessible, but the umbrella domain pepeautogroup.com — the canonical brand hub — is completely dark. The group's social links (Facebook, Instagram, YouTube, LinkedIn) are listed in the archived navigation but are unreachable from the live site.

Findings

1. Cloudflare 403 blocks all AI crawlers and browsers High

   Every AI crawler tested receives a 403 Forbidden from Cloudflare, with no page content served. The browser baseline also gets 403. No robots.txt or llms.txt is reachable.

   What to change: Configure Cloudflare WAF to allow AI crawler user agents (GPTBot, ClaudeBot, etc.) and serve content to them. Ensure robots.txt is accessible and allows crawling.

2. LLM knowledge has wrong state and brands for Pepe Auto Group High

   The LLM believes Pepe Auto Group is a Houston, Texas dealership selling Honda, Toyota, Nissan, and Kia. The actual site is a Westchester, New York luxury group selling Mercedes-Benz, Cadillac, Genesis, Porsche, Audi, and Sprinter vans.

   What to change: Make the live site accessible to crawlers so that accurate brand and location information can be indexed and update LLM training data.

3. No robots.txt or llms.txt reachable High

   Both robots.txt and llms.txt return 403 Forbidden, meaning no crawler directives or AI-specific content are available.

   What to change: Create and serve a robots.txt that allows AI crawlers, and optionally an llms.txt file to guide AI tools.

4. Live site serves zero JSON-LD schema High

   The live site returns no structured data of any kind. The archived version has AutoDealer, WebSite, and WebPage schema, but that is not accessible to crawlers.

   What to change: Ensure the live site serves JSON-LD schema (AutoDealer, Product, Review, FAQ) and that it is accessible to crawlers.

5. Zero indexed external presence on search engines High

   Searches for 'Pepe Auto Group' across review sites, dealer directories, and news returned no results. The brand has no discoverable external signals.

   What to change: Build external citations on dealer directories, review sites, and local business listings. Ensure the live site is crawlable to be indexed.

6. Brand-specific domains may be accessible but umbrella domain is dark Medium

   The Wayback archive shows individual brand domains (genesisofwhiteplains.com, porschewhiteplains.com) that may be independently accessible, but the umbrella domain pepeautogroup.com is completely blocked.

   What to change: Ensure the umbrella domain is accessible and consistent with brand-specific domains. Consider consolidating or cross-linking.

7. Social media links unreachable from live site Medium

   The archived site lists Facebook, Instagram, YouTube, and LinkedIn links, but these are not accessible from the live site due to the 403 block.

   What to change: Ensure the live site serves social links and that those profiles are active and linked back.

8. No Product or Review schema for vehicles Medium

   The archived site lacks Product and Review schema for individual vehicles, which limits rich results in search and AI visibility.

   What to change: Add Product and Review schema to vehicle listing pages to enable rich snippets and improve AI understanding.

What's working

• Archived site has proper AutoDealer schema — The Wayback snapshot shows AutoDealer schema with correct name, address, telephone, and priceRange, indicating the site was properly structured before being blocked.
• Archived site shows recent updates as of April 2025 — The Wayback snapshot includes dateModified metadata showing updates as recently as April 21, 2025, indicating active maintenance before the block.
• Archived site lists six locations and multiple luxury brands — The archived site shows the group operates six locations in Westchester/Rockland County, selling Mercedes-Benz, Cadillac, Genesis, Porsche, Audi, and Sprinter vans.
• Archived site has WebSite and WebPage schema — The archived site includes WebSite and WebPage schema types, which help search engines understand the site structure.