kcpete.com — AI Site Grade

Analysis

The site is entirely invisible to every AI crawler — and has been since at least August 2023

kcpete.com is the domain of Kansas City Peterbilt, Inc., a Peterbilt truck dealership founded in 1975 with locations in Kansas City KS, Sedalia MO, Bethany MO, and St. Joseph MO. The live site returns nothing but an Imperva/Cloudflare WAF challenge page ("Pardon Our Interruption") to every visitor — including every AI crawler tested.

Crawler Access

All 10 AI bot user-agents tested (GPTBot, ClaudeBot, PerplexityBot, Google-Extended, OAI-SearchBot, ChatGPT-User, anthropic-ai, Bytespider, Applebot-Extended, Perplexity-User) receive HTTP 403 from Cloudflare. The browser baseline gets a 200 but only serves the WAF challenge shell — a JS-dependent CAPTCHA gate with noindex, nofollow and zero real content. The robots.txt and llms.txt endpoints also return the challenge page rather than actual directives. No sitemap is accessible. The site has no robots.txt rules for any AI bot — they are blocked at the WAF layer before any content rules could apply.

Cold-Knowledge Gap

The LLM queried cold has no knowledge of kcpete.com — it cannot confirm what the site offers, who it serves, or any facts about the business. This is a complete knowledge vacuum. The Wayback Machine snapshot from August 2023 shows a rich site: a Peterbilt dealership with new/used truck inventory, parts, service, body shop, PacLease rentals, and four physical locations. The gap between what the site actually is (a multi-location commercial truck dealership) and what AI models know (nothing) is total.

Schema Posture

The archived version of the site contained structured data: WebPage, WebSite, BreadcrumbList, and SearchAction schema types. The live site serves zero JSON-LD — the WAF challenge page has no schema of any kind. The archived schema was basic but functional; the current site has regressed to zero structured data.

External Signals

No external search results surface for kcpete.com on current web indexes. The domain has no discoverable press mentions, reviews, Reddit threads, or citations. The Wayback Machine shows 137 captures between July 2001 and August 2023, then nothing — the site appears to have gone behind the WAF challenge wall around late August 2023 and stayed there. The business itself (Kansas City Peterbilt) likely has a real-world presence, but its web domain is effectively dark to both human search engines and AI crawlers.

Findings

1. All AI crawlers blocked by Cloudflare WAF challenge page High

   Every AI bot user-agent tested receives an HTTP 403 from Cloudflare, preventing any content from being indexed. The site returns only a JavaScript-dependent CAPTCHA gate with no real content.

   What to change: Configure Cloudflare WAF to allow AI crawler user-agents (GPTBot, ClaudeBot, etc.) to access the site, or serve a static version of the content to bots.

2. No robots.txt directives for AI bots High

   The robots.txt endpoint returns the WAF challenge page instead of actual directives. No rules exist for any AI bot user-agent, but they are blocked at the WAF layer before any rules could apply.

   What to change: Serve a valid robots.txt that allows AI crawlers to access the site, and ensure it is not blocked by the WAF.

3. llms.txt endpoint returns WAF challenge instead of content High

   The llms.txt endpoint, intended to provide AI-friendly site information, returns the same WAF challenge page, making it useless for AI crawlers.

   What to change: Serve a proper llms.txt file with a summary of the business and key pages, and ensure it is accessible to AI crawlers.

4. Sitemap inaccessible and contains no URLs High

   The sitemap endpoint returns a 200 status but contains zero URLs, and the sitemap index flag is false. This prevents crawlers from discovering site pages.

   What to change: Generate and serve a valid sitemap listing all public pages, and ensure it is accessible to crawlers.

5. Live site has zero JSON-LD structured data High

   The current live page contains no structured data of any kind. The archived version had basic schema types (WebPage, WebSite, BreadcrumbList, SearchAction), but the live site has regressed to zero schema.

   What to change: Add JSON-LD structured data for LocalBusiness, WebSite, and BreadcrumbList to the live site, and ensure it is served to crawlers.

6. No external search results or citations for the domain High

   Multiple web searches for the domain and business name returned zero results. The site has no discoverable press mentions, reviews, or backlinks, contributing to its invisibility.

   What to change: Build external signals through local business listings, press releases, and backlinks to improve discoverability.

7. LLM has no knowledge of kcpete.com or the business High

   When queried cold, the LLM cannot confirm any facts about the site or the business. This complete knowledge vacuum means AI models cannot answer questions about Kansas City Peterbilt.

   What to change: Make site content accessible to AI crawlers and publish structured data to enable AI models to learn about the business.

8. Site has been behind WAF challenge wall since August 2023 Medium

   The Wayback Machine shows 137 captures between 2001 and August 2023, then no further snapshots. The site appears to have gone behind the WAF challenge wall around late August 2023 and remained there.

   What to change: Review the WAF configuration to allow legitimate crawlers and consider serving a static version of the site to bots.

9. Browser baseline also receives only WAF challenge page High

   Even the browser baseline user-agent receives a 200 status but only the WAF challenge page with noindex, nofollow and zero real content. This means no content is served to any crawler.

   What to change: Ensure that the site serves actual HTML content to crawlers, bypassing the WAF challenge for known bot user-agents.

What's working

• Archived site contained basic structured data — The Wayback Machine snapshot from August 2023 shows the site had WebPage, WebSite, BreadcrumbList, and SearchAction schema types, indicating prior awareness of structured data.
• Archived site had rich content about the dealership — The archived version contained detailed information about new/used truck inventory, parts, service, body shop, PacLease rentals, and four physical locations, demonstrating a content-rich site.
• Business has a real-world presence with multiple locations — Kansas City Peterbilt Inc. has been in business since 1975 with four locations, indicating a legitimate business that could benefit from AI visibility.