#2,438,643 OF 2,693,825 IN TECHNOLOGY
SCORE HISTORY BEGINS 2026-07-17
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AI Visibility Scorecard
WillowStack
willowstack.com · Technology
At 1.4/10, WillowStack is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.
AI engines read this profile 1 times
Claude
#2,438,643 of 2,693,825 in Technology for AI visibility
1
AEO Visibility
iNear-invisible · 1.4/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About WillowStack
from our crawl and measurement
WillowStack is a business whose own site puts it this way: "Will your idea work? Get proof before you build. Crowdsource genuine pain points, launch a no-code test page, and validate your idea, so you only build what people actually want." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.0 out of 10.
Almost none of the machinery AI engines read is present, including structured data describing the business, an llms.txt file, a sitemap.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
0
Clear headings and answer-style content.
Entity Clarity
4
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
0
Experience, Expertise, Authority, Trust markers.
Technical AEO
3
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
2
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 1.4/10, WillowStack is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for WillowStack
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
Why your brand doesn't show up in ChatGPT answers (and how to fix it)
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for WillowStack.
Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/willowstack
Cite this score: Engagemii (2026). "AEO Score for WillowStack." Retrieved from https://engagemii.com/aeo/brands/willowstack
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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