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AI Visibility Scorecard

Brainless Investing

Brainless Investing

Unclaimed

tjterwilliger.substack.com · Automotive

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

Monitoring for AI engine activity

In the Engagemii AEO index

#1,099 of 333,865 in Automotive for AI visibility

6.7

/10

AEO Score

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About Brainless Investing

from tjterwilliger.substack.com

A collection of my writing about looking for a concentrated portfolio of durable businesses with healthy reinvestment engines that I can own for a long time. The goal is to find a few no-brainers and

Industry · Automotive
Last scored · Aug 2, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

1

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

2

Clear headings and answer-style content.

Entity Clarity

4

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

2

Experience, Expertise, Authority, Trust markers.

Technical AEO

5

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

AI Discoverability

2

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

0

No inbound links found yet.

Domain Trust

8

Established authority for your domain.

Entity Presence

10

Recognized in AI knowledge graphs.

News Mentions

10

Press and news coverage.

Community

10

Forum and community discussion.

Reddit

0

No Reddit mentions 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 6.7/10, Brainless Investing has a working base to build on - fixable, and the signals above are where to start.

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Weekly ChatGPT & Claude citation tracking

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Picked for Brainless Investing: AEO & AI Search

The AEO Checklist Every Small Business Owner Needs Right Now

Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.

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Source & Attribution

Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/tjterwilliger-substack

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

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

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