AI visibility score
4.2/ 10Fair

#860,029 of 2,705,506 in Technology

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

AI Visibility Scorecard

nmeans.dev

nmeans.dev

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nmeans.dev · Technology

Borderline visible. AI bots can crawl nmeans.dev, 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 2 times

Claude

#860,029 of 2,705,506 in Technology for AI visibility

<1

AI Naming Predictability

i

Rarely named · <1/100

Top 36% of Technology

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 nmeans.dev

from our crawl and measurement

nmeans.dev is a business whose own site puts it this way: "Nickolas Means is a disaster storyteller, a student of generative leadership, and an aficionado of the human side of software engineering." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.2 out of 10.

On the page itself the strengths are clear: 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. What holds it back is structured data describing the business and credibility markers like credentials or reviews.

Off the page there is only faint evidence that the domain is only lightly established. Beyond that, almost no other sites link to it, 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.

The site links to no social profiles, so there is nothing tying the brand to a wider presence.

Industry · Technology
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

Weak

Experience, Expertise, Authority, Trust markers.

Technical AEO

Good

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

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 4.2/10, nmeans.dev is crawlable but under-signaled - fixable, and the signals above are where to start.

Frequently Asked Questions

How to Run a Great Retrospective?

May 17, 2022 saira ahmed on Unsplash In my last article, I wrote about cultivating an engineering process that really works for your team. I brought up retrospectives as a key tool for doing this, a mechanism for your team to discuss what’s working and what isn’t so that they can decide what adjustments they’d like to make. But that’s a very tactical view of what a retrospective is and does.

How to Cultivate a Great Engineering Process?

January 10, 2022 Sandie Clarke on Unsplash Because process is so central to everything we do, having a good process is one of the highest-leverage ways to help a team perform at their best. Having a bad process, on the other hand, is one of the easiest ways to grind a team to a halt, destroying morale in the process.

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Picked for nmeans.dev: 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/nmeans-dev

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

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

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