AI visibility score
5.2/ 10Fair

▲ 2.2 since Jun 2026

#276,423 of 936,946 in Education

As of 2026-08-01 · Engagemii indexCheck another site →The index →

AI Visibility Scorecard

niroman -

niroman -

Unclaimed

niroman.com · Education

Somewhat visible. AI bots can read niroman -, but it is missing the structured signals that push citation rate above competitors.

AI engines read this profile 6 times

Claude · Apple Intelligence · Amazon Alexa · Meta AI

#276,423 of 936,946 in Education for AI visibility

5

AEO Visibility

i

Borderline · 5.2/10

30

Muse Index Score

i

AI agent readiness

Basic · 30/100

0

AI Adoption

i

None detected · 0/100

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About niroman -

from our crawl and measurement

niroman - is a business whose own site puts it this way: "A Mindful Approach to Engineering Better Solutions NIROMAN is a certified small business with a US Federal Disadvantaged Business Enterprise (DBE) Certification, a Registered and Certified." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.2 out of 10, readable in places and missing in others.

On the page itself the strengths are clear: a clear heading structure, a clearly stated business identity and crawler access and the files AI engines look for. It is passable on some structured data, a few credibility markers and partial sitemap and link coverage.

Off the page there is only faint evidence that only a handful of sites link to it. Beyond that, the domain does not yet read as established, 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. Those are earned elsewhere on the web, not fixed on the site itself.

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 business dates to 2025.

Industry · Education
Last scored · Aug 1, 2026

The 6 signals AI reads

Strong · Good · Fair · Weak

Structured Data

Fair

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

Good

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

Fair

Experience, Expertise, Authority, Trust markers.

Technical AEO

Strong

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

AI Discoverability

Fair

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

Weak

No inbound links found yet.

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 5.2/10, niroman - has a working base to build on - fixable, and the signals above are where to start.

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Picked for niroman -: How-To

How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide

The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.

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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/niroman

Cite this score: Engagemii (2026). "AEO Score for niroman -." Retrieved from https://engagemii.com/aeo/brands/niroman

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

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