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AI Visibility Scorecard
Bob Ippolito < bob at redivi.com >
bob.pycs.net · Technology
Somewhat visible. AI bots can read Bob Ippolito < bob at redivi.com >, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#404,526 of 2,670,732 in Technology for AI visibility
6
AEO Visibility
iBorderline · 5.6/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About Bob Ippolito < bob at redivi.com >
from our crawl and measurement
from __future__ import * is a business whose own site puts it this way: "from __future__ import * 2007-03-18 simplejson 1.7 Filed under: python, simplejson, bob @ 2:31 pm simplejson is a simple, fast, complete, correct and extensible JSON (RFC 4627)." Its AI visibility score is 5.6 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found a readable heading structure. It is missing structured data describing the business, an llms.txt file and a sitemap.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
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
1
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
10
Inbound links from other sites.
Domain Authority
4
Established authority for your domain.
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 5.6/10, Bob Ippolito < bob at redivi.com > has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Bob Ippolito < bob at redivi.com >
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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 September 15, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/bob-pycs-net
Cite this score: Engagemii (2026). "AEO Score for Bob Ippolito < bob at redivi.com >." Retrieved from https://engagemii.com/aeo/brands/bob-pycs-net
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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