AI visibility score
4.0/ 10Fair

#1,299,334 of 2,705,593 in Technology

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

AI Visibility Scorecard

IcebergQA — The 30

IcebergQA — The 30

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icebergqa.com · Technology

Borderline visible. AI bots can crawl IcebergQA — The 30, 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

Meta AI · Claude · Apple Intelligence

#1,299,334 of 2,705,593 in Technology for AI visibility

<1

AI Naming Predictability

i

Rarely named · <1/100

Top 49% of Technology

4

AEO Visibility

i

Borderline · 4/10

0

Muse Index Score

i

AI agent readiness

Not agent-ready · 0/100

12

AI Adoption

i

Basic · 12/100

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About IcebergQA — The 30

from our crawl and measurement

IcebergQA The 30 describes itself simply: "The 30-Day AI QA Sprint from testers.ai and XBOSoft. $10,000, four weeks: a Day-8 Quality Baseline & Bug Map, human-validated AI test runs, and a Day-30 executive roadmap." When AI engines look at it, they find little to work with. It scores 4.0 out of 10.

On its own pages the site does well on a clear heading structure and sitemaps and entity links AI can follow. It is passable on basic crawler access. What holds it back is a clearly stated business identity, credibility markers like credentials or reviews and structured data describing the business.

Off the page there is only faint evidence that only a handful of sites link to it and 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).

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

Fair

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

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 4/10, IcebergQA — The 30 is crawlable but under-signaled - fixable, and the signals above are where to start.

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Picked for IcebergQA — The 30: 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/icebergqa

Cite this score: Engagemii (2026). "AEO Score for IcebergQA — The 30." Retrieved from https://engagemii.com/aeo/brands/icebergqa

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

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