AI Visibility Scorecard
NEAT
neat-python.readthedocs.io · Technology
Borderline visible. AI engines can read NEAT, but Structured Data, Entity Clarity and E-E-A-T Signals are weak, so it is at real risk of being skipped when buyers ask ChatGPT, Claude or Perplexity for a recommendation.
AI engines read this profile 18 times
Meta AI · Amazon Alexa · ChatGPT · Claude
70
AI Naming Predictability
iNamed occasionally · 70/100
Technology average 28
Top 6% of Technology
See what's behind this score →4.2
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Technology average 4. Claim your page and Engagemii is your first.
See what's behind this score →5
2
About NEAT
from our crawl and measurement
"Time constants are now per-node evolvable gene attributes, configured via time_constant_* parameters in the [DefaultGenome] config section." That is how NEAT introduces itself. Its AI visibility score is 4.2 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found a sitemap. It is missing structured data describing the business, an llms.txt file and a heading structure that lays out what it offers.
AI crawlers have read this profile 18 times in our tracking, including Meta AI, AmazonBot (Alexa AI) and GPTBot (ChatGPT).
- Company ·
- NEAT
- Website ·
- neat-python.readthedocs.io
- Industry ·
- Technology
- Site status ·
- Live (The website showed an active business site when last checked (Oct 31, 2026).)
- Last scored ·
- Nov 7, 2026
The 6 on-page signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
Clear headings and answer-style content.
Entity Clarity
Weak
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.
The 6 off-page signals AI reads
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
Domain Authority
Good
Established authority for your domain.
Reference Presence
Strong
Recognized in AI knowledge graphs.
News & Press
Good
Press and news coverage.
Community
Strong
Forum and community discussion.
Social Mentions
Strong
Social discussion and mentions.
What this score means
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 4.2/10, NEAT is borderline: readable but under-signaled. That is fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for NEAT
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How to Get Your Company Named by ChatGPT, Gemini, and Claude
When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
Continue reading in your free Engagemii portalSign up free to read the full article and get your AEO fix list for NEAT.
Source & Attribution
Scored by Engagemii on November 7, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/neat-python-readthedocs-io
Cite this score: Engagemii (2026). "AEO Score for NEAT." Retrieved from https://engagemii.com/aeo/brands/neat-python-readthedocs-io
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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