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AI Visibility Scorecard
Ben Ngigi for Nairobi Governor
benngigi.com ยท Education
At 1.8/10, Ben Ngigi for Nairobi Governor is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.
Monitoring for AI engine activity
In the Engagemii AEO index
#868,800 of 884,646 in Education for AI visibility
1.8
/10
AEO Score
About Ben Ngigi for Nairobi Governor
from our crawl and measurement
Ben Ngigi for Nairobi Governor describes itself simply: "Official campaign website for Benn Ngigi for Nairobi Governor. Learn about his education, vision for Nairobi, actionable plans, and how to support through donations and volunteering." As far as answer engines are concerned it may as well not exist yet: 1.8 out of 10.
Our crawl found structured data on the page (Person). It is missing an llms.txt file, a sitemap and a heading structure that lays out what it offers.
The 6 signals AI reads
Higher is better ยท 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
0
Clear headings and answer-style content.
Entity Clarity
4
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
3
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
3
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 1.8/10, Ben Ngigi for Nairobi Governor is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Ben Ngigi for Nairobi Governor
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Why your brand doesn't show up in ChatGPT answers (and how to fix it)
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
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Source & Attribution
Scored by Engagemii on August 30, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/benngigi
Cite this score: Engagemii (2026). "AEO Score for Ben Ngigi for Nairobi Governor." Retrieved from https://engagemii.com/aeo/brands/benngigi
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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