AI visibility score
7.0/ 10Good
As of 2026-11-07 · Engagemii indexCheck another site →Live terminal →

AI Visibility Scorecard

Today I Learnt — David Winterbottom

Today I Learnt — David Winterbottom

Unclaimed

til.codeinthehole.com · Technology

Visible to AI search. AI engines can read Today I Learnt — David Winterbottom, and Structured Data, Entity Clarity and E-E-A-T Signals are what would get it named ahead of competitors.

AI engines read this profile 15 times

Meta AI · Claude · Apple Intelligence · Perplexity

87

AI Naming Predictability

i

AI names companies like this often · 87/100

Technology average 28

Top 2% of Technology

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7

AEO Visibility

i

Visible · 7/10

Technology average 4.4

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-

Network Authority

i

Not connected yet

0 relationships on record. Businesses in Technology average 4. Claim your page and Engagemii is your first.

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0

Muse Index Score

i

AI agent readiness

Basic · 0/100

Technology average 17

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0

AI Adoption

i

None detected · 0/100

Technology average 2

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About Today I Learnt — David Winterbottom

from our crawl and measurement

Today I Learnt — David Winterbottom is a business whose own site puts it this way: "A collection of TIL posts started in summer 2020." Its AI visibility score is 7.0 out of 10: the engines can find and read it, with a few gaps left to close.

Our crawl found a sitemap. It is missing structured data describing the business, an llms.txt file and a heading structure that lays out what it offers.

AI crawlers have read this profile 15 times in our tracking, including Meta AI, ClaudeBot (Anthropic) and Applebot (Siri).

Company ·
Today I Learnt — David Winterbottom
Industry ·
Technology
Site status ·
Live (The website showed an active business site when last checked (Aug 26, 2026).)
Last scored ·
Nov 7, 2026

The 6 on-page signals AI reads

Strong · Good · Fair · Weak

Structured Data

Weak

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

Fair

Clear headings and answer-style content.

Entity Clarity

Weak

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

Weak

Sitemaps and entity links AI can follow.

The 6 off-page signals AI reads

How the web signals your brand to AI

Backlinks

Strong

Inbound links from other sites.

Domain Authority

Fair

Established authority for your domain.

Reference Presence

Strong

Recognized in AI knowledge graphs.

News & Press

Weak

No press coverage found yet.

Community

Good

Forum and community discussion.

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 read your site and name it in answers. At 7/10, Today I Learnt — David Winterbottom is visible with gaps to close; the signals above show which.

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Picked for Today I Learnt — David Winterbottom: 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 November 7, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/til-codeinthehole

Cite this score: Engagemii (2026). "AEO Score for Today I Learnt — David Winterbottom." Retrieved from https://engagemii.com/aeo/brands/til-codeinthehole

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

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