AI visibility score
2.8/ 10Weak

▼ 2.2 since Jul 2026

#1,268,294 of 1,394,000 in Food & Beverage

As of 2026-07-31 · Engagemii indexCheck another site →The index →

AI Visibility Scorecard

Michael Feld

Michael Feld

Unclaimed

mpfeld.com · Food & Beverage

At 2.8/10, Michael Feld is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.

AI engines read this profile 2 times

Claude

#1,268,294 of 1,394,000 in Food & Beverage for AI visibility

50

AI Naming Predictability

i

Sometimes named · 50/100

3

AEO Visibility

i

Near-invisible · 2.8/10

25

Muse Index Score

i

AI agent readiness

Basic · 25/100

0

AI Adoption

i

None detected · 0/100

Share

About Michael Feld

from our crawl and measurement

Michael Feld works in Food & Beverage. To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 2.8 out of 10.

On the page itself the strengths are clear: a clearly stated business identity. It is passable on some structured data. What holds it back is the technical files AI engines look for, such as llms.txt or an open robots.txt, a heading structure that lays out what it offers, credibility markers like credentials or reviews and sitemaps and entity links AI can follow.

Off the page there is only faint evidence that the domain is only lightly established. Beyond that, almost no other sites link to it, 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.

There is not much on the page to read either, about 14 words. The site links to no social profiles, so there is nothing tying the brand to a wider presence.

Industry · Food & Beverage
Last scored · Jul 31, 2026

The 6 signals AI reads

Strong · Good · Fair · Weak

Structured Data

Fair

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

Weak

Clear headings and answer-style content.

Entity Clarity

Strong

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.

Off-page authority

How the web signals your brand to AI

Backlinks

Weak

No inbound links found yet.

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 2.8/10, Michael Feld is crawlable but under-signaled - fixable, and the signals above are where to start.

Is this your brand?

✓

The exact fixes for Michael Feld

✓

Which AI engines already crawl you

✓

Free AI bot monitoring: see every AI crawler that visits you

Already have an account? Sign in

Picked for Michael Feld: 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.

Continue reading in your free Engagemii portal

Free signup unlocks the full article plus your personalized AEO fix list for Michael Feld.

Source & Attribution

Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology

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

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

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

Powered by Engagemii - The Answer Engine Optimization (AEO) Platform