AI Visibility Scorecard
StackSays — Compare Developer Tools by Cost, Usage and Fit
stacksays.com · Technology
Borderline visible. AI bots can crawl StackSays — Compare Developer Tools by Cost, Usage and Fit, 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
30
Muse Index Score
iAI agent readiness
Basic · 30/100
4
AI Adoption
iBasic · 4/100
About StackSays — Compare Developer Tools by Cost, Usage and Fit
from our crawl and measurement
"A developer-tool decision engine: ranked recommendations for databases, hosting, authentication, email APIs, AI models and payment providers, calculated from dated official vendor pricing." That is how StackSays Compare Developer Tools by Cost, Usage and Fit introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.5 out of 10.
Our crawl found structured data on the page (WebSite, Organization), an llms.txt file for AI models and a sitemap.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
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 3.5/10, StackSays — Compare Developer Tools by Cost, Usage and Fit is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Why trust the numbers?
Official sources, datedEvery price traces to the vendor's official pricing page, stamped with the date we verified it.Deterministic mathCosts and rankings are computed by code and locked by hand-computed tests — AI never invents a number.Estimates labeledFit weights are our estimates, marked as such, with the basis shown on every scoring line.Read the methodologyView pricing sourcesStackSays is a developer-tool.
Is this your brand?
The exact fixes for StackSays — Compare Developer Tools by Cost, Usage and Fit
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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 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/stacksays
Cite this score: Engagemii (2026). "AEO Score for StackSays — Compare Developer Tools by Cost, Usage and Fit." Retrieved from https://engagemii.com/aeo/brands/stacksays
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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