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AI Visibility Scorecard
Testing with Humans, by Giff Constable
testingwithhumans.com · Education
Somewhat visible. AI bots can read Testing with Humans, by Giff Constable, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Claude
#219,817 of 856,372 in Education for AI visibility
5.4
/10
AEO Score
About Testing with Humans, by Giff Constable
from our crawl and measurement
"It literally takes what they've already taught us to the next level--from customer discovery to experimenting with those customers in order to find product-market fit." That is how Testing with Humans, by Giff Constable introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.4 out of 10, readable in places and missing in others.
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
Higher is better · 0-10
Structured Data
2
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
7
Clear headings and answer-style content.
Entity Clarity
1
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
8
Experience, Expertise, Authority, Trust markers.
Technical AEO
4
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
5
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
9
Inbound links from other sites.
Domain Trust
3
Established authority for your domain.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions 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 5.4/10, Testing with Humans, by Giff Constable has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Testing with Humans, by Giff Constable
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/testingwithhumans
Cite this score: Engagemii (2026). "AEO Score for Testing with Humans, by Giff Constable." Retrieved from https://engagemii.com/aeo/brands/testingwithhumans
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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