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AI Visibility Scorecard
Benjamin Mako Hill
mako.cc · Education
Somewhat visible. AI bots can read Benjamin Mako Hill, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 2 times
Claude
#20,785 of 901,984 in Education for AI visibility
6.8
/10
AEO Score
About Benjamin Mako Hill
from our crawl and measurement
Benjamin Mako Hill is one of the businesses we track in the Education space. Its AI visibility score is 6.8 out of 10: the engines can find it, but they do not have much to hold on to.
On the page it is passable on a workable page structure, a few credibility markers and partial sitemap and link coverage. What holds it back is a clearly stated business identity, the technical files AI engines look for, such as llms.txt or an open robots.txt and structured data describing the business.
Off the page, other sites link to it, the domain reads as established, people discuss it in places AI engines read and it comes up on Reddit. There is some, but not much, sign that press coverage is thin. Beyond that, AI engines do not yet recognise it as a distinct business.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic). The site links to no social profiles, so there is nothing tying the brand to a wider presence.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
6
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
5
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 Trust
5
Established authority for your domain.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
1
Press and news coverage.
Community
8
Forum and community discussion.
5
Reddit mentions and discussion.
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 6.8/10, Benjamin Mako Hill has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Benjamin Mako Hill
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
The AEO Checklist Every Small Business Owner Needs Right Now
Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.
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Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mako-cc
Cite this score: Engagemii (2026). "AEO Score for Benjamin Mako Hill." Retrieved from https://engagemii.com/aeo/brands/mako-cc
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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