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AI Visibility Scorecard

Bottle Rocket Labs

Bottle Rocket Labs

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bottlerocketlabs.com · Technology

At 2.9/10, Bottle Rocket Labs 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

#2,332,456 of 2,630,671 in Technology for AI visibility

2.9

/10

AEO Score

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About Bottle Rocket Labs

from our crawl and measurement

Bottle Rocket Labs is a business whose own site puts it this way: "My name is Matt Franklin and I started this business in 2006 after about a decade-long career of marketing with technology and software companies.​I’m privileged to work with some of the." To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 2.9 out of 10.

On the page itself the strengths are clear: a clear heading structure. It is passable on basic crawler access. What holds it back is credibility markers like credentials or reviews, structured data describing the business, a clearly stated business identity and sitemaps and entity links AI can follow.

Off the page there is only faint evidence that only a handful of sites link to it and 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 2 times in our tracking, including ClaudeBot (Anthropic). The site links to no social profiles, so there is nothing tying the brand to a wider presence. The business dates to 2006.

Industry · Technology
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

2

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

3

Experience, Expertise, Authority, Trust markers.

Technical AEO

5

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

AI Discoverability

2

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 Trust

1

Established authority for your domain.

Entity Presence

0

Not in AI knowledge graphs yet.

News Mentions

0

No press coverage found yet.

Community

0

No community discussion yet.

Reddit

0

No Reddit mentions 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 2.9/10, Bottle Rocket Labs is crawlable but under-signaled - fixable, and the signals above are where to start.

Is this your brand?

The exact fixes for Bottle Rocket Labs

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Picked for Bottle Rocket Labs: 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.

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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/bottlerocketlabs

Cite this score: Engagemii (2026). "AEO Score for Bottle Rocket Labs." Retrieved from https://engagemii.com/aeo/brands/bottlerocketlabs

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

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