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AI visibility score
2.95/ 10Near-invisible

▲ 0.05 since Nov 2026

Top 25% in Technology

As of 2026-11-09 · Engagemii Index

AI Visibility Scorecard

Sam Radford

Sam Radford

Unclaimed

samradford.com · Technology

At 2.95/10, Sam Radford is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are Structured Data, E-E-A-T Signals and Domain Trust. That is fixable, and the signals below show where to start.

AI engines read this profile 4 times

Apple Intelligence · Claude · Meta AI · Parallel

Top 25% in Technology for AI visibility

49

AI Naming Predictability

i

Rarely named · 49/100

Technology average 28

Top 15% of Technology

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2.95

AEO Visibility

i

Near-invisible · 2.95/10

Technology average 2.7

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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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5

Muse Index Score

i

AI agent readiness

Basic · 5/100

Technology average 17

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4

AI Adoption

i

Basic · 4/100

Technology average 2

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About Sam Radford

from our crawl and measurement

"Books, quotes, links, and thoughts curated with care." That is how Sam Radford introduces itself. When AI engines look at it, they find little to work with. It scores 2.95 out of 10.

On its own pages the site does well on 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, other sites link to it. There is some, but not much, sign that 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.

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

Company ·
Sam Radford
Website ·
samradford.com
Industry ·
Technology
Site status ·
Live (The website showed an active business site when last checked (Oct 31, 2026).)
Last scored ·
Nov 9, 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

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.

The 6 off-page signals AI reads

How the web signals your brand to AI

Backlinks

Strong

Inbound links from other sites.

Domain Authority

Weak

Little domain authority yet.

Reference Presence

-

Not yet measured.

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 read your site and name it in answers. At 2.95/10, Sam Radford is near-invisible to AI engines today. That is fixable, and the signals above are where to start.

Frequently Asked Questions

How to deal with disappointment?

Disappointment can be an important fuel for creativity. It surfaces what we truly desire, clarifies what matters to us, and points us toward what we are not yet willing to accept.Open link28 May 2026Copy linkLinksThe Verge

Picked for Sam Radford: AEO & AI Search

Why your brand doesn't show up in ChatGPT answers (and how to fix it)

ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.

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Source & Attribution

Scored by Engagemii on November 9, 2026. Methodology: engagemii.com/aeo/methodology

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

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

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

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