dickscott.com — AI Site Grade

Analysis

dickscott.com — AI-Visibility Audit

The live site is entirely inaccessible to every AI crawler and browser alike — Akamai returns HTTP 403 "Access Denied" to all traffic, making dickscott.com a zero-content ghost domain for any AI engine attempting live retrieval.

Crawler Access

Every bot tested — GPTBot, ClaudeBot, PerplexityBot, Google-Extended, OAI-SearchBot, Applebot-Extended, Bytespider, and a standard browser — receives the same Akamai 403 block with an errors.edgesuite.net reference. The robots.txt is also blocked (403), so no crawler can even read crawl directives. The site runs on dealer.com infrastructure (NS: ns1.dealer.com, ns2.dealer.com) behind Akamai CDN (IPs 2.19.248.19, 2.19.248.33). The non-www apex (https://dickscott.com) fails with a TLS internal error; only www.dickscott.com responds, and only with a block. No llms.txt exists (TLS error on apex, 403 on www). The sitemap.xml exists (82571 bytes, lastmod 2025-08-22) but is unreachable by crawlers.

Content & Schema

Wayback Machine snapshots reveal a standard dealer.com template site for Dick Scott Automotive Group, a Michigan-based Chrysler-Dodge-Jeep-Ram dealer with locations in Plymouth, Fowlerville, and Livonia. The site also sells Indian Motorcycle, Triumph, and powersports vehicles through "Dick Scott's Freedom Powersports." Zero JSON-LD schema was found on any page examined (homepage, about page, new inventory, blog). No AutoDealer, LocalBusiness, Product, or Vehicle schema types are present. Heading structure is flat and generic (H1: "Dick Scott Automotive Group", H2: "New Cars, Trucks & SUVs"). No FAQ schema, no comparison tables, no structured answer-format signals exist.

Cold-Knowledge Gap

The LLM knows Dick Scott Automotive Group as a Michigan-based, family-owned dealer group with 50+ years in business, selling Chrysler/Dodge/Jeep/Ram and Ford, with locations in Plymouth and Canton. The actual site reveals a more complex footprint: the group also operates a Freedom Powersports division (Indian Motorcycle, Triumph, Super73, Onewheel) in Livonia, a Pre-Owned Center, and a Collision Center — none of which the LLM mentioned. The LLM also incorrectly listed Ford as a brand; the site sells Chrysler/Dodge/Jeep/Ram only (plus powersports). The "over 50 years" claim and "family-owned" positioning are not prominently stated on the live site's content.

External Signals

DuckDuckGo returned zero search results for any query containing "Dick Scott Automotive Group," "dickscott.com," or related terms — an extreme visibility vacuum. No external reviews, Reddit threads, press mentions, or third-party citations surfaced through search. The Wayback Machine shows 1,067 captures since 2001, indicating a long-standing web presence that has become progressively locked down behind Akamai's WAF.

Schema Posture

The complete absence of structured data is the single most fixable gap. A dealer group of this scale (six locations, new/used/powersports/collision) missing AutoDealer, LocalBusiness, Vehicle, Product, and FAQPage schema means AI engines have no machine-readable way to confirm inventory, hours, locations, or services. The blog appears frozen since at least 2017 (the only Wayback snapshot shows a 2017-era template with no actual blog posts).

Findings

1. Akamai WAF blocks all AI crawlers and browsers with 403 High

   Every tested bot (GPTBot, ClaudeBot, PerplexityBot, Google-Extended, OAI-SearchBot, Applebot-Extended, Bytespider) and a standard browser receives an HTTP 403 'Access Denied' from Akamai. The robots.txt is also blocked, preventing crawlers from reading crawl directives.

   What to change: Configure Akamai WAF to allow AI crawler user agents (GPTBot, ClaudeBot, etc.) and serve content to them, while maintaining security for other traffic.

2. No llms.txt file available Medium

   The llms.txt file is unreachable due to TLS errors on the apex domain and 403 on www, so AI engines cannot discover a curated set of important URLs.

   What to change: Create and serve an llms.txt file at https://www.dickscott.com/llms.txt listing key pages (inventory, about, blog).

3. Zero JSON-LD structured data on any page High

   No JSON-LD schema of any type (AutoDealer, LocalBusiness, Vehicle, Product, FAQPage) was found on the homepage, about page, new inventory page, or blog. AI engines have no machine-readable way to confirm inventory, hours, locations, or services.

   What to change: Add JSON-LD structured data for AutoDealer, LocalBusiness (per location), Vehicle (per inventory item), Product (for powersports), and FAQPage (for common questions).

4. Zero search results for the brand and domain High

   DuckDuckGo returned zero results for queries including 'Dick Scott Automotive Group', 'dickscott.com', and related terms. No external reviews, press mentions, or third-party citations were found.

   What to change: Implement SEO best practices: ensure site is crawlable, submit sitemap to search engines, build backlinks, and claim local business listings on Google, Yelp, etc.

5. LLM knowledge misses powersports division and locations Medium

   The LLM was unaware of the Freedom Powersports division (Indian Motorcycle, Triumph, Super73, Onewheel) in Livonia, the Pre-Owned Center, and the Collision Center. It also incorrectly listed Ford as a brand.

   What to change: Prominently feature all divisions and locations on the site with clear text and structured data to improve AI knowledge.

6. No FAQ schema or structured answer-format signals Medium

   The site lacks FAQPage schema or any other structured answer-format signals that AI engines use to surface rich results.

   What to change: Add FAQPage schema to the blog or a dedicated FAQ page with common questions about inventory, financing, and services.

7. Flat and generic heading structure Low

   The homepage uses a single H1 ('Dick Scott Automotive Group') and generic H2s ('New Cars, Trucks & SUVs'), lacking hierarchical content organization that helps AI understand page structure.

   What to change: Improve heading hierarchy with descriptive H1s per page and H2s/H3s for sections like inventory, services, and locations.

8. Blog appears frozen with no recent posts Low

   The blog page shows a 2017-era template with no actual blog posts, indicating stale or no content. This limits fresh content for AI indexing.

   What to change: Revive the blog with regular posts about inventory, events, and automotive tips to provide fresh content for AI engines.

9. Sitemap exists but is blocked by Akamai High

   The sitemap.xml (82571 bytes, lastmod 2025-08-22) is present but returns 403 to crawlers, preventing search engines from discovering all pages.

   What to change: Allow access to sitemap.xml in Akamai WAF rules so crawlers can discover the full site structure.

10. Apex domain fails with TLS internal error Medium

    The non-www apex (https://dickscott.com) returns a TLS internal error, making it completely inaccessible. Only www.dickscott.com responds (with a 403).

    What to change: Fix TLS configuration on the apex domain to redirect to www or serve content correctly.

What's working

• Long-standing web presence with 1,067 Wayback captures — The site has been archived 1,067 times since 2001, indicating a well-established online presence that can be leveraged for AI visibility once access is restored.
• Sitemap exists with recent lastmod date — The sitemap.xml is present (82571 bytes) with a lastmod of 2025-08-22, indicating the site is actively maintained and has content to index once access is granted.
• Wayback snapshots reveal rich content structure — Archived pages show a standard dealer.com template with inventory, about, and blog pages, providing a foundation for AI visibility once the block is lifted.
• LLM has basic awareness of the dealership — The LLM knows Dick Scott Automotive Group as a Michigan-based family-owned dealer group with 50+ years in business, providing a starting point for AI visibility.