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AI Visibility Scorecard

spql: like sed, awk, and jq, but for LLMs

spql: like sed, awk, and jq, but for LLMs

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spql-lang.com · Technology

Borderline visible. AI bots can crawl spql: like sed, awk, and jq, but for LLMs, 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

#2,054,082 of 2,637,009 in Technology for AI visibility

3.6

/10

AEO Score

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About spql: like sed, awk, and jq, but for LLMs

from our crawl and measurement

spql: like sed, awk, and jq, but for LLMs is a business whose own site puts it this way: "Hide navigation sidebar Hide table of contents sidebar spql is in alpha version." When AI engines look at it, they find little to work with. It scores 3.4 out of 10.

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

Industry · Technology
Last scored · Aug 4, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

2

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

10

Clear headings and answer-style content.

Entity Clarity

3

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

2

Experience, Expertise, Authority, Trust markers.

Technical AEO

4

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

AI Discoverability

6

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 Authority

0

Little domain authority yet.

Reference Presence

0

Not in AI knowledge graphs yet.

News & Press

0

No press coverage found yet.

Community

0

No community discussion yet.

Social Mentions

0

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 3.6/10, spql: like sed, awk, and jq, but for LLMs is crawlable but under-signaled - fixable, and the signals above are where to start.

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Picked for spql: like sed, awk, and jq, but for LLMs: 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 August 4, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/spql-lang

Cite this score: Engagemii (2026). "AEO Score for spql: like sed, awk, and jq, but for LLMs." Retrieved from https://engagemii.com/aeo/brands/spql-lang

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

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