AI VISIBILITY SCOREAS OF 2026-08-08 · ENGAGEMII INDEX
3.4/ 10

#2,056,519 OF 2,699,841 IN TECHNOLOGY

SCORED BY THE SAME PIPELINE AS 54M+ COMPANIES · SIX ON-PAGE SIGNALS + OFF-PAGE AUTHORITYCHECK ANOTHER SITE →THE INDEX →

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AI Visibility Scorecard

mockabout

mockabout

Unclaimed

mockabout.com · Technology

Borderline visible. AI bots can crawl mockabout, 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 3 times

Meta AI · Claude

#2,056,519 of 2,699,841 in Technology for AI visibility

3

AEO Visibility

i

Near-invisible · 3.4/10

0

Muse Index Score

i

AI agent readiness

Not agent-ready · 0/100

0

AI Adoption

i

None detected · 0/100

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About mockabout

from our crawl and measurement

"A DATA COMIC Health Scare 2: the Money Sandwich « FIRST ‹ PREV NEXT › LAST » December 28, 2025 What is this?." That is how mockabout introduces itself. When AI engines look at it, they find little to work with. It scores 3.1 out of 10.

Our crawl found a readable heading structure. It is missing structured data describing the business, an llms.txt file and a sitemap.

AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).

Industry · Technology
Last scored · Aug 8, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

2

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

9

Clear headings and answer-style content.

Entity Clarity

3

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

0

Experience, Expertise, Authority, Trust markers.

Technical AEO

4

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

AI Discoverability

6

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

1

Inbound links from other sites.

Domain Authority

0

Little domain authority yet.

Reference Presence

0

Not in AI knowledge graphs yet.

News & Press

0

No press coverage found yet.

Community

0

No community discussion yet.

Social Mentions

0

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 3.4/10, mockabout is crawlable but under-signaled - fixable, and the signals above are where to start.

Frequently Asked Questions

What is this?

It's a sankey plot representing the tangled mess of several departments and services and programs all basically trying to solve the same problem: paying for health care. Last month I stumbled on this blog which described it as an eldritch horror.

How has health coverage changed over time?

After creating that json file, I found an excel sheet on the Historical page with even more data, back to 1960. Here is how some of the larger programs change over time. Same as above, but normalized to 100%.

Where does the money go?

Here are the top 5 health coverage expenses. The total for the year 1960, is about $18.6B. If you plug that into an inflation calculator it'll return $204.3B, which as you can see is way less than the $3.5T total for 2023, meaning coverage expenses have increased by over 17 times the rate of inflation. I'm not an expert, but I would call that bad.

What contributes to net cost?

Here's how coverage programs contribute to the net cost of coverage. The net cost is a bunch of things, but basically the cost to administer a program plus profit.

What's the most efficient program?

This compares what percent of each coverage program goes toward net cost. Depending on which side of the transaction you're on, these bars represent either efficiency or inefficiency. By comparing the percent that goes toward net cost, it's possible to estimate how much money would be saved if private health insurance was as efficient as Medicare (assuming we want to minimize net cost).

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Picked for mockabout: 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 8, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/mockabout

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

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

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