AI Visibility Scorecard
MachineFriendly
machinefriendly.com · Technology
Borderline visible. AI bots can crawl MachineFriendly, 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 6 times
Meta AI · Claude
#1,075,417 of 2,705,580 in Technology for AI visibility
5
AEO Visibility
iBorderline · 4.9/10
25
Muse Index Score
iAI agent readiness
Basic · 25/100
12
AI Adoption
iBasic · 12/100
About MachineFriendly
from our crawl and measurement
MachineFriendly describes itself simply: "MachineFriendly is a solo product studio. We build AI tools and run a website-migration service that rebuilds no-code sites into clean, owned code." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.9 out of 10.
Our crawl found structured data on the page (Organization, WebSite), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
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
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 4.9/10, MachineFriendly is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
We are MachineFriendly. And you?
We built an AI agent that crawls, recreates, and verifies websites automatically. Human taste sets the standard. The machine does the work.Your idea. Your taste. Our machine. Your code.AI-poweredPixel-perfectZero lock-inYou own the codeMachineFriendlyHuman taste. Machine speed.NavigateMigrationHow It WorksPricingBlogCustomer LoginProductsMiclyLegalPrivacyTermsUpdatesSubscribe© 2026 MachineFriendly.
Is this your brand?
The exact fixes for MachineFriendly
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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 MachineFriendly.
Source & Attribution
Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/machinefriendly
Cite this score: Engagemii (2026). "AEO Score for MachineFriendly." Retrieved from https://engagemii.com/aeo/brands/machinefriendly
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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