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AI Visibility Scorecard

Brian Lanigan

Brian Lanigan

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brianlanigan.com · Food & Beverage

Borderline visible. AI bots can crawl Brian Lanigan, 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.

Monitoring for AI engine activity

In the Engagemii AEO index

#729,442 of 1,698,076 in Food & Beverage for AI visibility

4.6

/10

AEO Score

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About Brian Lanigan

from our crawl and measurement

"Woodworking By Brian Lanigan features custom wood design and building as well as a variety of handyman services. Do you have a question about some work you need to do." That is how Brian Lanigan introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.6 out of 10.

On the page itself the strengths are clear: crawler access and the files AI engines look for. It is passable on a partly stated business identity and partial sitemap and link coverage. What holds it back is structured data describing the business, a heading structure that lays out what it offers and credibility markers like credentials or reviews.

Away from its own site, other 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. Those are earned elsewhere on the web, not fixed on the site itself.

There is not much on the page to read either, about 52 words. It does link out to several social profiles, which helps engines tie the brand together.

Industry · Food & Beverage
Last scored · Aug 2, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

3

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

4

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

0

Experience, Expertise, Authority, Trust markers.

Technical AEO

8

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

6

Inbound links from other sites.

Domain Trust

0

Little domain authority yet.

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 4.6/10, Brian Lanigan is crawlable but under-signaled - fixable, and the signals above are where to start.

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Picked for Brian Lanigan: Food & Beverage

Your Ingredient Label Has a Story. Is Anyone Telling It?

Food is the most intimate purchase a person makes. You're deciding what goes into your body, what you feed your family, what aligns with your values. That decision deserves more than a label and a hope.

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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/brianlanigan

Cite this score: Engagemii (2026). "AEO Score for Brian Lanigan." Retrieved from https://engagemii.com/aeo/brands/brianlanigan

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

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