AI Visibility Scorecard
Lewis Machine
lewismachine.com · Finance & Insurance
Borderline visible. AI bots can crawl Lewis Machine, 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 14 times
Claude · Apple Intelligence · Meta AI · Amazon Alexa
#58,483 of 792,096 in Finance & Insurance for AI visibility
<1
4
AEO Visibility
iBorderline · 4.2/10
25
Muse Index Score
iAI agent readiness
Basic · 25/100
0
AI Adoption
iNone detected · 0/100
About Lewis Machine
from our crawl and measurement
"Lewis Machine specializes in contract machining and fabrication to your specifications." That is how Lewis Machine introduces itself. When AI engines look at it, they find little to work with. It scores 4.2 out of 10.
On the page it is passable on a partly stated business identity and basic crawler access. What holds it back is structured data describing the business, a heading structure that lays out what it offers, sitemaps and entity links AI can follow and credibility markers like credentials or reviews.
Off the page there is only faint evidence that only a handful of sites link to it and the domain is only lightly established. Beyond that, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. None of that can be fixed on the page: it has to be earned.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic). The site links to no social profiles, so there is nothing tying the brand to a wider presence.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Weak
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
Weak
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 4.2/10, Lewis Machine is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Lewis Machine
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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 August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/lewismachine
Cite this score: Engagemii (2026). "AEO Score for Lewis Machine." Retrieved from https://engagemii.com/aeo/brands/lewismachine
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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