AI Visibility Scorecard
spql: like sed, awk, and jq, but for LLMs
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.
AI engines read this profile 1 times
Claude
#2,265,832 of 2,705,505 in Technology for AI visibility
<1
4
AEO Visibility
iNear-invisible · 3.5/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
10
AI Adoption
iBasic · 10/100
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 3.5 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.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Weak
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
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
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 3.5/10, spql: like sed, awk, and jq, but for LLMs is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Do I need to learn another language?#?
Not exactly. Unless you’ve been coding in assembly only, chances are you’ve already used jq a few times. If you have, you can use spql as well. And if you do, you’ll probably use the three user-fencing functions: prompt, embed, tokenize
How is this implemented?#?
It’s written in C, just like jq. You can think of spql as an extension to jq. It uses its compiler, syntax and standard library, but it adds custom types and functions suitable for LLMs.
Is this your brand?
The exact fixes for spql: like sed, awk, and jq, but for LLMs
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
Already have an account? Sign in
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for spql: like sed, awk, and jq, but for LLMs.
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.
Powered by Engagemii - The Answer Engine Optimization (AEO) Platform