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AI Visibility Scorecard

Bonded in Science

Bonded in Science

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bondedinscience.com · Professional Services

Borderline visible. AI bots can crawl Bonded in Science, 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 3 times

Claude · Meta AI

#246,716 of 485,486 in Professional Services for AI visibility

4.4

/10

AEO Score

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About Bonded in Science

from our crawl and measurement

Bonded in Science is a business whose own site puts it this way: "Independent biocompatibility & E&L consulting for medical device and drug manufacturers. ISO TC194 expert with 35+ years navigating ISO 10993 & FDA requirements." When AI engines look at it, they find little to work with. It scores 4.4 out of 10.

On its own pages the site does well on a clear heading structure and crawler access and the files AI engines look for. It is passable on a partly stated business identity, a few credibility markers and partial sitemap and link coverage. What holds it back is structured data describing the business.

Off the page there is only faint evidence that only a handful of sites link to it. Beyond that, the domain does not yet read as established, 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.

AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic). The business dates to 2025.

Industry · Professional Services
Last scored · Aug 1, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

3

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

7

Clear headings and answer-style content.

Entity Clarity

5

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

5

Experience, Expertise, Authority, Trust markers.

Technical AEO

10

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

AI Discoverability

6

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

1

Inbound links from other sites.

Domain Authority

0

Little domain authority yet.

Reference Presence

0

Not in AI knowledge graphs yet.

News & Press

0

No press coverage found yet.

Community

0

No community discussion yet.

Social Mentions

0

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 4.4/10, Bonded in Science is crawlable but under-signaled - fixable, and the signals above are where to start.

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The exact fixes for Bonded in Science

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Weekly ChatGPT & Claude citation tracking

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Picked for Bonded in Science: 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 1, 2026. Methodology: engagemii.com/aeo/methodology

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

Cite this score: Engagemii (2026). "AEO Score for Bonded in Science." Retrieved from https://engagemii.com/aeo/brands/bondedinscience

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

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