#1,930,333 OF 2,698,184 IN TECHNOLOGY
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AI Visibility Scorecard
TestWithWords — Write tests in words. The AI runs them in the browser.
testwithwords.com · Technology
Borderline visible. AI bots can crawl TestWithWords — Write tests in words. The AI runs them in the browser., 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 2 times
Claude · Apple Intelligence
#1,930,333 of 2,698,184 in Technology for AI visibility
4
AEO Visibility
iNear-invisible · 3.7/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
8
AI Adoption
iBasic · 8/100
About TestWithWords — Write tests in words. The AI runs them in the browser.
from our crawl and measurement
TestWithWords — Write tests in words. The AI runs them in the browser. describes itself simply: "AI-powered UI testing. Describe test scenarios in words, run them with AI in a real browser, get screenshot evidence. No selectors. No scripts. No maintenance." When AI engines look at it, they find little to work with. It scores 3.5 out of 10.
The gap is on the page itself: the site is missing structured data describing the business, an llms.txt file, a sitemap, which are the first things an answer engine looks for.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
9
Clear headings and answer-style content.
Entity Clarity
3
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
2
Experience, Expertise, Authority, Trust markers.
Technical AEO
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
7
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Authority
0
Little domain authority yet.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
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 3.7/10, TestWithWords — Write tests in words. The AI runs them in the browser. is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Why TestWithWords?
Stop fighting with selectors and scripts. Start testing in words. ✍️ Natural Language Tests Write tests the way you'd explain them to a teammate. No code, no selectors, no XPath. If you can describe it, you can test it. 🤖 AI-Powered Automation An AI agent reads the page, decides what to click, type, or verify — and adapts when the UI changes. No brittle scripts that break on every redesign.
Is this your brand?
The exact fixes for TestWithWords — Write tests in words. The AI runs them in the browser.
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 TestWithWords — Write tests in words. The AI runs them in the browser..
Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/testwithwords
Cite this score: Engagemii (2026). "AEO Score for TestWithWords — Write tests in words. The AI runs them in the browser.." Retrieved from https://engagemii.com/aeo/brands/testwithwords
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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