AI visibility score
5.3/ 10Fair

▲ 0.3 since Jun 2026

#61,638 of 268,088 in Manufacturing & Industrial

As of 2026-08-02 · Engagemii indexCheck another site →The index →

AI Visibility Scorecard

Product Development for Startups, Enterprise & Research

Product Development for Startups, Enterprise & Research

Unclaimed

henningproductdevelopment.com · Manufacturing & Industrial

Somewhat visible. AI bots can read Product Development for Startups, Enterprise & Research, but it is missing the structured signals that push citation rate above competitors.

AI engines read this profile 3 times

Meta AI · Claude

#61,638 of 268,088 in Manufacturing & Industrial for AI visibility

5

AEO Visibility

i

Borderline · 5.3/10

5

Muse Index Score

i

AI agent readiness

Basic · 5/100

0

AI Adoption

i

None detected · 0/100

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About Product Development for Startups, Enterprise & Research

from our crawl and measurement

"From venture-backed startups to enterprise manufacturers and research institutions, Henning helps transform ideas into successful products through design, engineering, and manufacturing." That is how Product Development for Startups, Enterprise & Research of Pasadena, CA introduces itself. Its AI visibility score is 5.3 out of 10: the engines can find it, but they do not have much to hold on to.

On its own pages the site does well on a clear heading structure, a clearly stated business identity and sitemaps and entity links AI can follow. It is passable on a few credibility markers and basic crawler access. What holds it back is structured data describing the business.

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 business dates to 2011.

Industry · Manufacturing & Industrial
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

Good

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

Good

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 5.3/10, Product Development for Startups, Enterprise & Research has a working base to build on - fixable, and the signals above are where to start.

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Picked for Product Development for Startups, Enterprise & Research: 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/henningproductdevelopment

Cite this score: Engagemii (2026). "AEO Score for Product Development for Startups, Enterprise & Research." Retrieved from https://engagemii.com/aeo/brands/henningproductdevelopment

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

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