AI Visibility Scorecard
Cars and Code
carsandcode.com · Other
Borderline visible. AI bots can crawl Cars and Code, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.
AI engines read this profile 1 times
Claude
<1
4
AEO Visibility
iNear-invisible · 3.5/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About Cars and Code
from our crawl and measurement
Cars and Code is a business whose own site puts it this way: "HomeRich Soule Racing About Cars and Code Apexes and APEX (and other code stuff) August 4, 2026 My Revolution A-One is for sale on Bring-a-Trailer By Rich Soule." When AI engines look at it, they find little to work with. It scores 3.5 out of 10.
Our crawl found a sitemap and a readable heading structure. It is missing structured data describing the business and an llms.txt file.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Weak
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
No social discussion found yet.
What this score means
Your AEO score measures whether AI search engines - ChatGPT, Claude, Perplexity, Gemini - can actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 3.5/10, Cars and Code is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
But wait, what about our tables that already use ID?
We’ve already discussed the cognitive tax when using ID, and, given the choice, I’d remove that cognitive tax on all new tables in the database. With old tables that used ID, there are some choices: Bite the bullet and do the rename of the column, and then update all your applications (APEX makes this pretty easy to find and replace those references) and source code (ALL_SOURCE & ALL_VIEWS).
Is this your brand?
The exact fixes for Cars and Code
Which AI engines already crawl you
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Cars and Code.
Source & Attribution
Scored by Engagemii on October 3, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/carsandcode
Cite this score: Engagemii (2026). "AEO Score for Cars and Code." Retrieved from https://engagemii.com/aeo/brands/carsandcode
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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