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AI-Atlas vs StackStats

A side-by-side comparison built from both listings. Blank cells mean the company has not given that detail; we never guess.

AI-Atlas compared with StackStats
DetailAI-Atlas logo AI-AtlasStackStats logo StackStats
What it doesMap what you've built. Advanced analytics for Substack writers that runs locally without cloud or subscription
StageNot given Not given
FoundedNot given Not given
Based inRO Not given
Pricing modelFreemium Paid
PricingCore mapping, scores and leaderboards are free. Planning credits available for purchase; first roadmap is free. Credits never expire. 1-Year License: $39 USD (1 device, 1 year of updates, app yours forever after update period). Lifetime License: $79 USD early adopter price (up to 3 devices, every future update forever). After 1-year period, renewal available for $29/yr or no renewal required—app continues working permanently.
Key features
  • Analyzes public GitHub repositories across six AI domains
  • Generates improvement roadmaps for projects
  • Shows evidence-based scoring with source file citations
  • Exports roadmaps in PDF, JSON and Markdown formats
  • Public leaderboard of mapped AI profiles
  • Code is read but never executed
  • Subscriber engagement segments identifying Champions, Loyalists, At-Risk, and Ghosts
  • Churn risk scoring for each subscriber on a 0–100 scale
  • Cohort retention analysis tracking last 12 cohorts
  • 90-day subscriber growth forecast
  • Best day and hour to post determined from your own data
  • Superfan and power user identification
  • Open rate decay tracking
  • Geographic audience breakdown by country and US state
  • Content-to-growth correlation analysis
  • 100% local data processing with no cloud or server
What makes it different
  • Judged on what you built, not what you imported
  • Weighs depth over repetition in scoring
  • Every score traced back to source code evidence
  • Mapping free for everyone
  • Runs entirely locally on your machine with no cloud server or account required
  • One-time payment model with no recurring subscription charges
  • Auto-Sync functionality for one-click Substack data download without manual CSV exports
Free planNot given Not given
Open sourceNot given Not given
PlatformsNot given Not given
Public APINot given Not given
Community votes00
DR (Domain Rating by Ahrefs)Not checked yet no change since last check17 +4 (up) since last check
Trust Flow (Majestic)38
Citation Flow (Majestic)2119
Referring domains (Majestic)529

5 details filled in for both companies.

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