The Niche Research Tool
That Uses Real Data
Score micro-SaaS ideas across 5 dimensions using live signals from Reddit, YouTube, TikTok, Google Trends, and 7 more platforms. Evidence-backed. Continuously updated. Free to start.
How It Works
From discovery to validated build decision — three steps, all backed by real platform data.
Browse 1,550+ Scored Niches
Our autonomous research daemon continuously discovers and scores micro-SaaS ideas. Every niche in the database has been analyzed against all 11 data sources — no manual curation.
Score Any Idea in Seconds
Use Market Chat to interrogate a niche with plain-language questions. Ask about pain points, competitors, pricing benchmarks, or keyword opportunity — every answer is backed by real evidence.
Validate Before You Build
Run the Niche Valuation tool to model revenue scenarios. Check the Feature Matrix to map competitor gaps. Arrive at a build/no-build decision with data, not gut feeling.
What Makes This Niche Research Tool Different
Most tools give you opinions. This one gives you evidence — sourced, cited, and quantified.
11 Real Data Sources
Every score is grounded in evidence collected from 11 live platforms. No hallucinations, no simulated market research — only signals from where your future customers actually spend time.
5-Dimension Scoring
A single overall score collapses into five independently interpretable dimensions. See exactly why a niche scored 72 instead of just accepting a number.
Continuously Rescored
Markets change. Our rating daemon reruns scoring automatically as new evidence accumulates, so the scores you see reflect the current state of a niche — not a six-month-old snapshot.
Evidence-Backed AI
When our AI makes a suggestion, it cites the specific evidence keys that informed it. You can trace every claim back to a real data point — no black-box outputs.
11 Data Sources. Zero Guesswork.
Every niche in the database has been analyzed against all 11 platforms. The score you see reflects real platform signals, not assumptions.
5 Scoring Dimensions
A single overall score (0–100) breaks down into five independently interpretable dimensions. See exactly why a niche scored the way it did.
Opportunity Score
How large and accessible is the total addressable market? Measured against search volume, community size, and content demand across all platforms.
Problem Score
How acutely do people feel this pain? Derived from complaint frequency, sentiment, and engagement depth in Reddit threads, YouTube comments, and forum posts.
Feasibility Score
Can a small team actually build and distribute a solution? Factors in technical complexity, competition density, and barrier to entry for indie builders.
Timing Score
Is this the right moment to enter? Google Trends momentum, platform growth curves, and seasonal signals indicate whether the market is accelerating.
Go-to-Market Score
Are there clear acquisition channels? Paid CPC viability, organic community presence, and influencer ecosystem density all feed this dimension.
Full Methodology
How weights are applied, how v3 log-curve scoring works, and how we arrive at the validated threshold.
Read the methodologyFree Research Tools
Three standalone tools — no account required. Each one is powered by the same evidence database that drives niche scoring.
Market Chat
Ask any question about a market and get answers backed by 20,000+ real evidence points from Reddit, YouTube, TikTok, and more. Every answer cites its sources.
Try FreeNiche Valuation
Model conservative, moderate, and aggressive revenue scenarios for any micro-SaaS idea. SaaS-standard EBITDA multiples applied so you know the exit ceiling before you build.
Try FreeFeature Matrix
Map every competitor feature against each other and instantly surface the whitespace. See what's table stakes, what differentiates winners, and where your product could own the gap.
Try FreeStartup Cost Calculator
Estimate development costs, monthly burn rate, and breakeven timelines for SaaS, service, digital product, or content businesses. Select your features and get low/mid/high ranges instantly.
Try FreeStart researching niches — free
Browse 1,550+ scored micro-SaaS niches. Complete scoring breakdowns, evidence from 11 platforms, competitor analysis, value ladders, and go-to-market playbooks. No credit card required to get started.