AI visibility score
2.6/ 10Weak

#424,786 of 1,392,824 in Food & Beverage

As of 2026-08-01 · Engagemii indexCheck another site →The index →

AI Visibility Scorecard

Puddle Pirate Projects

Puddle Pirate Projects

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puddlepirateprojects.com · Food & Beverage

At 2.6/10, Puddle Pirate Projects 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

#424,786 of 1,392,824 in Food & Beverage for AI visibility

0

AI Naming Predictability

i

Rarely named · 0/100

More likely to be named than 55% of Food & Beverage companies

3

AEO Visibility

i

Near-invisible · 2.6/10

25

Muse Index Score

i

AI agent readiness

Basic · 25/100

0

AI Adoption

i

None detected · 0/100

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About Puddle Pirate Projects

from our crawl and measurement

Puddle Pirate Projects is a business whose own site puts it this way: "Puddle Pirate Projects is a veteran owned woodworking company located in the Pacific Northwest. PuddlePirateProjects.com is the gateway for communication with the craftsman and woodworker." As far as answer engines are concerned it may as well not exist yet: 2.6 out of 10.

On its own pages the site does well on a clearly stated business identity. It is passable on some structured data, basic crawler access and partial sitemap and link coverage. What holds it back is credibility markers like credentials or reviews and a heading structure that lays out what it offers.

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. None of that can be fixed on the page: it has to be earned.

There is not much on the page to read either, about 86 words. It does link out to several social profiles, which helps engines tie the brand together.

Industry · Food & Beverage
Last scored · Aug 1, 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

Good

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

AI Discoverability

Fair

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 2.6/10, Puddle Pirate Projects is crawlable but under-signaled - fixable, and the signals above are where to start.

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Picked for Puddle Pirate Projects: 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/puddlepirateprojects

Cite this score: Engagemii (2026). "AEO Score for Puddle Pirate Projects." Retrieved from https://engagemii.com/aeo/brands/puddlepirateprojects

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

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