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 1 times
Claude
#1,075,868 of 2,707,329 in Technology for AI visibility
74
AI Naming Predictability
iLikely to be named · 74/100
5
AEO Visibility
iBorderline · 4.9/10
33
Muse Index Score
iAI agent readiness
Basic · 33/100
17
AI Adoption
iBasic · 17/100
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 4.9 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.
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 actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 4.9/10, 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
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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 Quack Stack.
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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