About
Built to understand how AI actually works.
Paparoar is a research-and-application lab focused on real-world AI usage.
Not features. Not hype.
We document why products work, when they fail,
and how they translate into workflows, strategy, and business leverage.
What you’ll find here
- Atlas — a structured map of AI services and categories
- AI Lab — repeatable experiments and benchmarks
- Market Intelligence — business models, moats, and scenarios
- Strategic Notes — thinking frameworks for decisions
- Toolbox & Library — reusable prompts and workflow assets
Operating principles
- Decision-ready analysis over feature lists
- Trade-offs and failure modes matter
- Consistent constraints enable fair comparison
- Assets should compound over time
Why this exists
AI tools are abundant.
Clear thinking is not.
This site exists to reduce uncertainty
and turn fragmented tools into usable understanding.