Validate a new app idea
Compare demand, platform distribution, ASO potential, retention, monetization, competitor reviews, and build difficulty before design or engineering begins.
- App opportunity score
- ASO and store angles
- MVP feature boundary
01Use cases
A research protocol for every idea worth challenging.
LabRat is built for solo founders and small product teams who need to compare opportunities, expose weak assumptions early, and carry the strongest evidence into execution.
02Working modes
Start with the decision you need to make.
Each workflow produces a different emphasis while preserving the same comparable evidence and scoring model.
Plan an SEO-first product
Test whether search demand, keyword clusters, content angles, tool utility, and competitor gaps can support repeatable organic acquisition.
- Keyword opportunity map
- Search intent notes
- Programmatic page ideas
Compare SaaS opportunities
Evaluate audience urgency, willingness to pay, subscription fit, acquisition cost, switching friction, recurring value, and the operational burden behind the idea.
- Pricing hypotheses
- Retention assumptions
- Differentiation strategy
Build a research backlog
Keep product ideas, demand signals, research reports, competitor evidence, scores, and build plans in one workspace that stays useful after the first analysis.
- Ranked opportunity list
- Reusable research history
- Team-ready context
LAB / 01
→Your next move