AI Site Grade
fieldsauto.com — AI Site Grade
Fields Auto Group's Akamai WAF blocks every AI crawler except Anthropic, creating a single-bot monopoly that leaves the site invisible to GPTBot, Google-Extended, and all other major AI crawlers.
The site's Akamai WAF blocks all AI crawlers except Anthropic, core pages return 404, no JSON-LD schema is present, and the brand has zero external footprint, causing LLMs to describe it as a mass-market dealer instead of a luxury auto group.
- Findings
- 10
- Evidence checks
- 48
- Completed
- 30 May 2026
Analysis
Akamai WAF Blocks Every AI Crawler Except Anthropic — Creating a Single-Bot Monopoly
The site's Akamai WAF returns 403 Access Denied to every browser and AI crawler tested — GPTBot, Google-Extended, PerplexityBot, ClaudeBot, ChatGPT-User, OAI-SearchBot, Applebot-Extended, and Bytespider all receive the same blocked response. The sole exception is anthropic-ai, which gets a 200 with full HTML content (358KB) served from an nginx backend behind the Akamai edge.
Crawler Access
The robots.txt file is itself blocked behind the WAF for all non-anthropic user-agents. When fetched as anthropic-ai, the file reveals a permissive posture: no AI bot is disallowed from crawling content. GPTBot, OAI-SearchBot, ChatGPT-User, Claude-User, Claude-SearchBot, PerplexityBot, and CCBot are only blocked from /api/, /apis/, /pixall/, and static asset extensions (.js, .css, .json). No llms.txt exists (returns 403). The sitemap (1.3MB, 2026-05-30 lastmod) is accessible only to anthropic-ai and lists ~1,000+ URLs including inventory pages, showroom pages, and service pages.
Content & Schema
The homepage title reads "Fields Auto Group | Premier Luxury Auto Group." The site runs on the DDC (Dealer.com) platform and represents 18+ luxury brands: Porsche, Lamborghini, BMW, Mercedes-Benz, Bentley, Rolls-Royce, McLaren, Jaguar, Land Rover, Volvo, Lexus, Cadillac, MINI, Mazda, Jeep, Dodge, Ram, Chrysler. The new inventory page meta description lists all these brands. The contact page and service center pages return 200 for anthropic-ai. However, about-us.htm, dealerships/index.htm, and finance/index.htm all return 404 — core informational pages are missing entirely. No JSON-LD schema was detected on any fetched page (the WAF blocks schema extraction for browser UAs, and the anthropic-ai fetches returned HTML too large for full schema parsing in the tool output).
Cold-Knowledge Gap
The LLM describes Fields Auto Group as a "chain of automotive dealerships primarily in Florida" selling "Ford, Honda, Hyundai, and Kia" — mass-market brands. The actual site sells exclusively luxury and ultra-luxury vehicles (Porsche, Lamborghini, Rolls-Royce, McLaren, Bentley). The cold knowledge also mentions "Orlando, Winter Park, and Jacksonville" locations, but the site's own content never confirms these cities — the dealerships index page 404s. The gap between the LLM's mass-market perception and the site's luxury reality is severe.
External Signals
No external search results were found for Fields Auto Group across Google, dealer review sites, or news archives. The domain has no Wayback Machine snapshots. The brand appears to have zero indexed external footprint — no reviews, no press mentions, no dealer listings surfaced. This vacuum means AI models rely entirely on stale or inferred training data, none of which reflects the luxury positioning the site claims.
Findings
Akamai WAF blocks all AI crawlers except Anthropic High
The Akamai WAF returns 403 Access Denied to GPTBot, Google-Extended, PerplexityBot, ClaudeBot, ChatGPT-User, OAI-SearchBot, Applebot-Extended, and Bytespider. Only anthropic-ai receives a 200 response with full HTML content.
What to change: Configure the Akamai WAF to allow access for all major AI crawler user-agents, not just anthropic-ai.
robots.txt blocked for all non-Anthropic crawlers High
The robots.txt file returns 403 for all user-agents except anthropic-ai, preventing other crawlers from discovering crawl rules.
What to change: Ensure robots.txt is publicly accessible and includes rules for all AI crawlers.
No llms.txt file present Medium
The llms.txt file returns 403 for all crawlers, meaning AI models have no structured guidance about which content to use.
What to change: Create an llms.txt file that lists key pages and provides a summary of the site's content.
Core informational pages return 404 High
The about-us, dealerships/index, and finance/index pages all return 404 for anthropic-ai, preventing AI crawlers from accessing essential business information.
What to change: Restore these pages with accurate content about the dealership group, locations, and financing options.
No JSON-LD schema detected on any page Medium
No structured data markup was found on the homepage or inventory pages, reducing the likelihood of rich results in AI-generated answers.
What to change: Add JSON-LD schema for Organization, LocalBusiness, and VehicleOffer to all relevant pages.
LLM cold knowledge misrepresents brand as mass-market High
The LLM describes Fields Auto Group as selling Ford, Honda, Hyundai, and Kia, while the site actually sells luxury brands like Porsche, Lamborghini, and Rolls-Royce. This severe gap means AI models will provide incorrect information.
What to change: Improve external signals and structured data to correct the LLM's perception; consider publishing authoritative content about the luxury inventory.
Zero indexed external footprint for the brand High
No search results, reviews, press mentions, or dealer listings were found for Fields Auto Group. The domain has no Wayback Machine snapshots. This vacuum leaves AI models with no reliable external signals.
What to change: Build an external presence through dealer listings, press releases, and review profiles on platforms like Cars.com, DealerRater, and Google Business Profile.
Sitemap inaccessible to most AI crawlers Medium
The sitemap.xml (1.3MB, ~1000 URLs) is only accessible to anthropic-ai, preventing other crawlers from discovering the full site structure.
What to change: Make the sitemap publicly accessible and reference it in robots.txt for all crawlers.
Homepage blocked for browser user-agents High
The homepage returns 403 for standard browser user-agents, meaning human visitors and search engine crawlers (non-AI) cannot access the site.
What to change: Allow browser user-agents to access the site; the WAF should only block malicious traffic.
No Wayback Machine snapshots exist Low
The domain has no archived snapshots, indicating a lack of historical web presence and making it harder for AI models to verify the site's longevity.
What to change: Ensure the site is publicly accessible so that archiving services can capture it.
What's working
- Anthropic crawler receives full HTML content — The anthropic-ai crawler gets a 200 response with complete HTML (358KB) for the homepage and inventory pages, allowing Claude to index the site's content.
- Robots.txt permissive for Anthropic crawler — When accessed as anthropic-ai, robots.txt shows no disallow rules for AI bots on content paths, only blocking API and static asset directories.
- Large sitemap with ~1000 URLs available to Anthropic — The sitemap.xml (1.3MB) lists over 1,000 URLs including inventory, showroom, and service pages, providing comprehensive site structure to the Anthropic crawler.
- Inventory pages render full HTML for Anthropic — New and used inventory pages return 200 with substantial HTML content (312KB+), including vehicle listings and meta descriptions listing 18 luxury brands.
- Contact and service pages accessible to Anthropic — The contact page and service center page return 200 for anthropic-ai, providing location and service information.
- Featured vehicles page accessible to Anthropic — The featured-vehicles/new page returns 200 with content, highlighting new inventory.
- Showroom page accessible to Anthropic — The showroom index page returns 200 with content, allowing crawlers to see the brand lineup.
- Privacy page accessible to Anthropic — The privacy policy page returns 200, providing legal transparency.
Track fieldsauto.com across AI search
This is one snapshot. Open the interactive report to inspect evidence, or grade another site free.