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AI Visibility Scorecard

C2C Development LLC

C2C Development LLC

Unclaimed

c2c-dev.com · Manufacturing & Industrial

Borderline visible. AI bots can crawl C2C Development LLC, 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 2 times

Claude

#112,400 of 235,010 in Manufacturing & Industrial for AI visibility

4.7

/10

AEO Score

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About C2C Development LLC

from our crawl and measurement

C2C Development LLC is a Melbourne, FL business whose own site puts it this way: "C2C is a medical device company focused on bringing your new products to market or manufacturing your current products as your contract manufacturer." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.7 out of 10.

Our crawl found a readable heading structure. It also found the gaps that keep answer engines guessing: structured data describing the business, an llms.txt file, a sitemap.

AI crawlers have visited the site 2 times in our tracking, so the engines are already looking.

Industry · Manufacturing & Industrial
Last scored · Aug 1, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

1

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

7

Clear headings and answer-style content.

Entity Clarity

8

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

6

Experience, Expertise, Authority, Trust markers.

Technical AEO

5

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

AI Discoverability

5

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

5

Inbound links from other sites.

Domain Authority

1

Established authority for your domain.

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 4.7/10, C2C Development LLC is crawlable but under-signaled - fixable, and the signals above are where to start.

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The exact fixes for C2C Development LLC

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Picked for C2C Development LLC: 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/c2c-dev

Cite this score: Engagemii (2026). "AEO Score for C2C Development LLC." Retrieved from https://engagemii.com/aeo/brands/c2c-dev

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

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