Comparable dimensions
Score need, competition, acquisition, retention, monetization, SEO, platform fit, and more.
01AI product research lab
Build the right thing. Prove it first.
Turn a rough software idea into a scored research report with market evidence, competitor gaps, monetization checks, SEO angles, and a focused MVP plan.
- 9 scoring dimensions
- Local BYOK for eligible accounts
- Built for real decisions
Opportunity score 8.2/10
Strong signal
Sample research run
Smart download organizer
Opportunity report
Market need 8.6
Competitor gap 7.8
SEO fit 8.1
24 evidence points
Review MVP scope Users repeatedly describe the same manual sorting pain.
Market need Competition Monetization SEO potential MVP scope
02The decision layer
Research that ends in a decision, not another folder of notes.
LabRat keeps evidence, scoring, positioning, and execution context connected so you can compare opportunities without losing the reasoning behind them.
Clear opportunity verdict
See whether to build, narrow, reposition, validate further, or leave an idea behind.
Execution-ready outputs
Move from report to positioning, MVP scope, build plan, and launch direction in one workspace.
03Inside the lab
One workspace for the questions that decide what gets built.
01 / RESEARCH
Evidence-backed research reports
Turn a product brief into structured market, audience, competitor, channel, platform, monetization, SEO, and risk analysis.
02 / SCORE
Opportunity scoring
Compare different ideas through the same decision framework instead of whichever idea feels loudest today.
03 / SIGNALS
Demand Radar
Capture recurring pain, target audiences, evidence links, tags, and confidence scores before the opportunity disappears in a bookmark list.
04 / PLAN
From report to build context
Carry the strongest research conclusions forward into a concise MVP, product positioning, and context your code agent can actually use.
05 / AI ROUTING
Platform AI online. Your model in Local.
Hosted Web and mobile use LabRat-managed AI. Eligible accounts can connect an OpenAI-compatible or local model only inside LabRat Local.
04Research protocol
A repeatable path from idea to confident next move.
Every run follows the same decision discipline, so a promising idea earns its place instead of winning by enthusiasm alone.
Frame the idea
Describe the product, audience, platform, business model, constraints, and the assumptions you want challenged.
Run the research
Analyze demand, alternatives, gaps, pricing, acquisition, technical difficulty, SEO, and the strongest risks.
Choose the move
Compare the score, inspect the evidence, and turn the conclusion into an MVP or a reason to stop early.
LAB / 01
→Your next move