AI visibility score
4.2/ 10Fair

#74,382 of 738,818 in E-commerce

As of 2026-08-02 · Engagemii indexCheck another site →Live terminal →

AI Visibility Scorecard

Preston Smalley

Preston Smalley

Unclaimed

prestonsmalley.com · E-commerce

Borderline visible. AI bots can crawl Preston Smalley, 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 7 times

Meta AI · Claude · Apple Intelligence · Perplexity

#74,382 of 738,818 in E-commerce for AI visibility

<1

AI Naming Predictability

i

Rarely named · <1/100

Top 35% of E-commerce

4

AEO Visibility

i

Borderline · 4.2/10

5

Muse Index Score

i

AI agent readiness

Basic · 5/100

0

AI Adoption

i

None detected · 0/100

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About Preston Smalley

from our crawl and measurement

Preston Smalley describes itself simply: "Preston is a product management leader with a background in digital TV entertainment, two-sided marketplaces and mobile apps used everyday by millions of people." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.2 out of 10.

On the page itself the strengths are clear: 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.

Away from its own site, 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. Those are earned elsewhere on the web, not fixed on the site itself.

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

Industry · E-commerce
Last scored · Aug 2, 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

Good

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

AI Discoverability

Good

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

Strong

Inbound links from other sites.

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 4.2/10, Preston Smalley is crawlable but under-signaled - fixable, and the signals above are where to start.

Frequently Asked Questions

Why Should Leadership Replace Our Personality?

Posted on 28 September 201828 September 2018 People come in all shapes and sizes.

When to Ask Forgiveness and Secretly Build a Product Anyway?

Posted on 19 September 201815 February 2020 Don’t let your organization kill your next baby tiger. Learn from an example when keeping secrets at work paid off for everyone. 1 2 3 4 … 25 Next © 2022 Preston Smalley LLC. All rights reserved unless otherwise noted.

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Picked for Preston Smalley: 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 2, 2026. Methodology: engagemii.com/aeo/methodology

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

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

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

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