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AI Visibility Scorecard

harborlightglasswa

harborlightglasswa

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harborlightglasswa.com · Home & Living

Borderline visible. AI bots can crawl harborlightglasswa, 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 1 times

Claude

#670,833 of 756,239 in Home & Living for AI visibility

3.1

/10

AEO Score

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About harborlightglasswa

from our crawl and measurement

harborlightglasswa describes itself simply: "Skip to content Harbor Light Glass Window & Glass Services in Mukilteo Clean, modern upgrades without the pressure." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.1 out of 10.

Under the hood there is a sitemap, but the score is capped by what is missing: structured data describing the business, an llms.txt file, a heading structure that lays out what it offers.

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

Industry · Home & Living
Last scored · Jul 31, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

1

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

8

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

6

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

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 3.1/10, harborlightglasswa is crawlable but under-signaled - fixable, and the signals above are where to start.

Is this your brand?

The exact fixes for harborlightglasswa

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Picked for harborlightglasswa: Home & Living

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Source & Attribution

Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology

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

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

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

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