AI visibility score
3.4/ 10Weak

#2,159,105 of 2,705,719 in Technology

As of 2026-09-30 · Engagemii indexCheck another site →The index →

AI Visibility Scorecard

HarborSQL

HarborSQL

Unclaimed

harborsql.com · Technology

Borderline visible. AI bots can crawl HarborSQL, 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.

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In the Engagemii AEO index

#2,159,105 of 2,705,719 in Technology for AI visibility

3

AEO Visibility

i

Near-invisible · 3.4/10

5

Muse Index Score

i

AI agent readiness

Basic · 5/100

0

AI Adoption

i

None detected · 0/100

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About HarborSQL

from our crawl and measurement

"Keep Unity Catalog and run your own SQL compute. HarborSQL is an open-source, self-hosted engine for supported queries over your existing Delta tables." That is how HarborSQL introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.4 out of 10.

Our crawl found a sitemap and a readable heading structure. It is missing structured data describing the business and an llms.txt file.

Industry · Technology
Last scored · Sep 30, 2026

The 6 signals AI reads

Strong · Good · Fair · Weak

Structured Data

Weak

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

Good

Clear headings and answer-style content.

Entity Clarity

Fair

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 3.4/10, HarborSQL is crawlable but under-signaled - fixable, and the signals above are where to start.

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Picked for HarborSQL: 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 September 30, 2026. Methodology: engagemii.com/aeo/methodology

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

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

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

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