AI Visibility Scorecard
Open Future Advisors
openfutureprep.com · Education
At 2.88/10, Open Future Advisors is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are E-E-A-T Signals, Domain Trust and News Mentions. That is fixable, and the signals below show where to start.
AI engines read this profile 7 times
Claude · Meta AI · Perplexity
Top 25% in Education for AI visibility
20
AI Naming Predictability
iRarely named · 20/100
Education average 14
Top 20% of Education
See what's behind this score →2.88
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Education average 4. Claim your page and Engagemii is your first.
See what's behind this score →40
Muse Index Score
iAI agent readiness
Agent-ready · 40/100
Education average 13
See what's behind this score →0
About Open Future Advisors
from our crawl and measurement
Open Future Advisors is a business whose own site puts it this way: "Open Future Prep offers expert college prep, personalized strategies, ACT/SAT test prep, academic tutoring, college essay coaching, and college counseling for students in the Kansas City." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 2.88 out of 10.
On the page itself the strengths are clear: structured data describing the business, a clear heading structure, a clearly stated business identity, crawler access and the files AI engines look for and sitemaps and entity links AI can follow. What holds it back is credibility markers like credentials or reviews.
Away from its own site, other sites link to it. There is some, but not much, sign that the domain is only lightly established and it barely surfaces on Reddit. Beyond that, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on and nobody is discussing it where AI engines look. Those are earned elsewhere on the web, not fixed on the site itself.
The site links to no social profiles, so there is nothing tying the brand to a wider presence.
- Company ·
- Open Future Advisors
- Website ·
- openfutureprep.com
- Industry ·
- Education
- Location ·
- Lawrence, KS
- Site status ·
- Live (The website showed an active business site when last checked (Oct 31, 2026).)
- Last scored ·
- Nov 9, 2026
The 6 on-page signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Strong
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
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
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
Weak
Little domain authority yet.
Reference Presence
-
Not yet measured.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
No social discussion found yet.
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 2.88/10, Open Future Advisors is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
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Source & Attribution
Scored by Engagemii on November 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/openfutureprep
Cite this score: Engagemii (2026). "AEO Score for Open Future Advisors." Retrieved from https://engagemii.com/aeo/brands/openfutureprep
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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