The niche evidence loop
Turn a niche question into a sourced brief before spending time on designs.
By AI POD Builder · Added October 21, 2026
Starter · not testedInspired by The research-to-artifact loop by Hiten Shah.
The loop
Should I explore [niche] for [product]? Use [approved public sources] to write a one-page brief: audience, buying occasion, observed demand signals, competing offers, and unknowns. Record a link and check date for each factual claim. Each round, investigate the missing fact most likely to change the decision and update the brief. Do not treat listing counts as sales or invent numbers. Stop after three rounds, when evidence supports a small test, or when access is blocked. Ask before paid tools or API use. Return a test recommendation or insufficient evidence; do not create listings.Success check
A brief with traceable claims, uncertainty and a clear next decision.
Stop conditions
- Three rounds completed
- Enough evidence for a small test
- Required sources unavailable
Approval boundaries
These are the actions that need your permission.
- Ask before paid tools or APIs
- No publishing or seller contact
Before you start
Use before designing a new collection. A research signal is not a sales forecast.
Original POD adaptation. Not tested on a real project yet.
Related build
Build episode · coming soon
JSON · Structured loop instructions for agents.
Inspired by Forward Future's Loop Library.