AI Visibility Scorecard
JWK Engineering
jwk-engineering.com · Automotive
Borderline visible. AI bots can crawl JWK Engineering, 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 5 times
Claude · Meta AI · ShapBot
#64,558 of 365,613 in Automotive for AI visibility
<1
4
AEO Visibility
iBorderline · 4/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About JWK Engineering
from our crawl and measurement
JWK Engineering describes itself simply: "JWK Engineering Store About Contact us 636 346-9523 Get directions Business hours JWK Engineering Porsche 914 Subaru engine conversions specialists." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.0 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 2 times in our tracking, including ClaudeBot (Anthropic) and Meta AI.
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
Good
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Good
Inbound links from other sites.
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 4/10, JWK Engineering is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Why Choose Us?
Dedicated to providing a quality product for the average DIYer who may not have the tools/skills to fabricate the parts needed to convert their 914 to a water cooled Subaru powered 914. Goal is to provide a full suite/kit of the parts that will allow you to just bolt in the Subaru engine and transmission of your choice.
Is this your brand?
The exact fixes for JWK Engineering
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 JWK Engineering.
Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/jwk-engineering
Cite this score: Engagemii (2026). "AEO Score for JWK Engineering." Retrieved from https://engagemii.com/aeo/brands/jwk-engineering
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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