AI Visibility Scorecard
Quack Stack
quack-stack.com · Technology
Borderline visible. AI bots can crawl Quack Stack, 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 2 times
Claude
#1,309,495 of 2,704,519 in Technology for AI visibility
19
AI Naming Predictability
iRarely named · 19/100
Technology average 28
Top 49% of Technology
See what's behind this score →4
-
Network Authority
iNot connected yet
Technology average 0.0
0 relationships · Technology average 4
See what's behind this score →33
Muse Index Score
iAI agent readiness
Basic · 33/100
Technology average 17
See what's behind this score →17
About Quack Stack
from our crawl and measurement
"Continuous product intelligence for teams that build. Quack Stack gives product teams a shared, always-current picture of what to build and why - available in Slack, your IDE, the command." That is how Quack Stack introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.0 out of 10.
Our crawl found structured data on the page (SoftwareApplication), an llms.txt file for AI models and a readable heading structure. It is missing a sitemap.
- Company ·
- Quack Stack
- Website ·
- quack-stack.com
- Industry ·
- Technology
- Site status ·
- Live (The website showed an active business site when last checked (Nov 1, 2026).)
- Last scored ·
- Aug 29, 2026
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
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
Strong
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 read your site and name it in answers. At 4/10, Quack Stack is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Your team is growing. Is context scaling?
Small team, one room: everyone hears the customer calls, the support themes, the competitor news. Decisions are fast because context is shared. Then you grow. Slack threads nobody saw. A wiki nobody updates. Tickets with no line back to the customer who asked. The picture that used to be obvious is split across people and tools - going stale while you ship. Then AI arrived.
Can we use analytics cookies?
We use PostHog to see which pages people find useful. It sets a cookie in your browser. Say no and we will not load it at all. The cookie that keeps you logged in is separate, and it always stays.
Is this your brand?
The exact fixes for Quack Stack
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How to Get Your Company Named by ChatGPT, Gemini, and Claude
When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
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Source & Attribution
Scored by Engagemii on August 29, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/quack-stack
Cite this score: Engagemii (2026). "AEO Score for Quack Stack." Retrieved from https://engagemii.com/aeo/brands/quack-stack
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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