AI visibility score
4.2/ 10Fair

#111,925 of 937,618 in Education

As of 2026-08-01 · Engagemii indexCheck another site →Live terminal →

AI Visibility Scorecard

Welcome to the Minnesota 529 College Savings Plan

Welcome to the Minnesota 529 College Savings Plan

Unclaimed

mnsaves.com · Education

Borderline visible. AI bots can crawl Welcome to the Minnesota 529 College Savings Plan, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.

AI engines read this profile 12 times

Claude · Meta AI

#111,925 of 937,618 in Education for AI visibility

<1

AI Naming Predictability

i

Rarely named · <1/100

Top 20% of Education

4

AEO Visibility

i

Borderline · 4.2/10

5

Muse Index Score

i

AI agent readiness

Basic · 5/100

0

AI Adoption

i

None detected · 0/100

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About Welcome to the Minnesota 529 College Savings Plan

from our crawl and measurement

Welcome to the Minnesota 529 College Savings Plan describes itself simply: "MNSAVES is a great way to save for college. Pay for tuition, supplies, room & board. Offers low fee investments plus state & federal tax benefits." When AI engines look at it, they find little to work with. It scores 4.2 out of 10.

On its own pages the site does well on a clear heading structure, visible credibility markers and sitemaps and entity links AI can follow. It is passable on a partly stated business identity and basic crawler access. 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.

AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic). It does link out to several social profiles, which helps engines tie the brand together.

Industry · Education
Last scored · Aug 1, 2026

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

Strong

Experience, Expertise, Authority, Trust markers.

Technical AEO

Good

robots.txt, llms.txt, and AI-bot crawl access.

AI Discoverability

Strong

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 4.2/10, Welcome to the Minnesota 529 College Savings Plan is crawlable but under-signaled - fixable, and the signals above are where to start.

Frequently Asked Questions

Why the Minnesota 529 College Savings Plan (MNSAVES)?

We offer a wide range of benefits that aim to meet your college savings needs—whatever they are and whenever they happen. Explore Benefits Unique tax advantages 100% tax-deferred growth, and Minnesota taxpayers can reduce their state taxable income by up to $3,000 per year if married filing jointly.

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Picked for Welcome to the Minnesota 529 College Savings Plan: How-To

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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/mnsaves

Cite this score: Engagemii (2026). "AEO Score for Welcome to the Minnesota 529 College Savings Plan." Retrieved from https://engagemii.com/aeo/brands/mnsaves

Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.

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