AI Visibility Scorecard
1D Performance Engineering
1dperformanceengineering.com · Automotive
Borderline visible. AI bots can crawl 1D Performance 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 1 times
Claude
#300,198 of 365,762 in Automotive for AI visibility
<1
4
AEO Visibility
iNear-invisible · 3.5/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About 1D Performance Engineering
from our crawl and measurement
1D Performance Engineering describes itself simply: "Custom engine builds, carburetor tuning, EFI services, performance diagnostics, dyno simulation, and rulebook analysis for drag and oval track racing." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.5 out of 10.
The site is missing structured data describing the business, an llms.txt file and a sitemap.
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
Fair
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
Fair
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
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, 1D Performance Engineering is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Why 1D Performance Engineering?
We bring professional engineering workflows to grassroots performance: simulation-first thinking, clear diagnostics, and rule-aware design so you can build it right the first time. Deterministic Performance Logic Every recommendation ties back to the physics of airflow, fuel demand, combustion, and mechanical limits. Physics-Based Analysis Power isn’t a peak number — it’s a curve.
Is this your brand?
The exact fixes for 1D Performance Engineering
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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.
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Source & Attribution
Scored by Engagemii on October 20, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/1dperformanceengineering
Cite this score: Engagemii (2026). "AEO Score for 1D Performance Engineering." Retrieved from https://engagemii.com/aeo/brands/1dperformanceengineering
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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