AI Visibility Scorecard
SPAR
supervisedprogramforalignment.org · Education
Somewhat visible. AI bots can read SPAR, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 9 times
Meta AI · Claude · Perplexity
#51,771 of 937,653 in Education for AI visibility
6
AEO Visibility
iVisible · 6.2/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
14
AI Adoption
iBasic · 14/100
About SPAR
from our crawl and measurement
"SPAR connects rising talent with experts in AI safety and policy through structured mentorship and impactful research projects. Apply to work on research addressing risks from advanced AI." That is how SPAR introduces itself. Its AI visibility score is 6.2 out of 10: the engines can find it, but they do not have much to hold on to.
On its own pages the site does well on a clear heading structure, crawler access and the files AI engines look for and sitemaps and entity links AI can follow. It is passable on a partly stated business identity and a few credibility markers. What holds it back is structured data describing the business.
Off the page, other sites link to it. There is some, but not much, sign that the domain is only lightly established. Beyond that, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. None of that can be fixed on the page: it has to be earned.
The site links to no social profiles, so there is nothing tying the brand to a wider presence.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Fair
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Fair
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.
Off-page authority
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
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 actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 6.2/10, SPAR has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
What is SPAR?
A part-time, remote research program pairing aspiring researchers with professionals addressing risks from AI. Mentees gain research experience and guidance; mentors get capable collaborators. Commit 5–40 hours/week, depending on your availability. SPAR is designed to fit well alongside other commitments.
What's it like to be a SPAR mentee?
From application to publication, here's what you can expect. STEP 01 Browse Projects Explore available projects and apply to work on ones you're excited about. STEP 02 Conduct Research Spend 5-40 hours/week on real catastrophic risk research with your team. Receive structured support and regular feedback.
Am I eligible?
The program is open to undergraduate, graduate/PhD students, and professionals of different experience levels. Mentors often look for a technical background (e.g., ML, CS, cybersecurity, math, biology, physics, etc.) or knowledge relevant to policy and governance (e.g., law, international relations, public policy, political science, economics, etc.).
Is this your brand?
The exact fixes for SPAR
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The AEO Checklist Every Small Business Owner Needs Right Now
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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/supervisedprogramforalignment-org
Cite this score: Engagemii (2026). "AEO Score for SPAR." Retrieved from https://engagemii.com/aeo/brands/supervisedprogramforalignment-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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