Feature usage auditor that finds dead weight in your product
Picture a SaaS product that's been around for three years and has accumulated 40+ features. In reality, users interact with roughly 12 of them. Everything else represents maintenance overhead, onboarding confusion, and legacy code that nobody dares touch because there's always the possibility someone depends on it. Each preserved feature drains engineering hours, requires documentation upkeep, and overwhelms new users trying to understand what the product actually does. FeatureFinder connects directly to your product's event data and surfaces what's truly dead. It produces a "feature funeral" report that scores every button, dashboard, and workflow based on genuine usage — not superficial metrics, but authentic engagement patterns. It delivers straightforward recommendations like: "This custom report has 3 users. Two of them are from the same company. You should probably sunset it." Pricing starts at $99/month for early-stage teams, scaling to $10K to $50K annually for growth-stage companies drowning in years of accumulated feature creep. The entry point is product teams overwhelmed by their own roadmap — the ones who shipped relentlessly for three years and now can't bring new users up to speed without a 45-minute walkthrough. They're looking for justification to sunset things. FeatureFinder hands them the evidence to pull the trigger with confidence. For the MVP, hook into Segment, Amplitude, or Mixpanel. Extract usage patterns, construct decay curves, and flag features sliding toward zero engagement. An AI layer processes the data and produces the kill list. Validate it with 10 product leaders who've publicly vented about bloat on Twitter. You won't have trouble finding them. The long-term vision is becoming the definitive product declutter layer. Each audit deepens the relationship. Every feature you help eliminate makes their product snappier, their onboarding smoother, and their engineering team more focused. You're not going head-to-head with Amplitude. You're the intelligence layer that sits on top and tells them what to actually do with all that data.
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5-Dimension Score
Opportunity, feasibility, problem, timing & GTM →
GO / CAUTION / NO-GO Verdict
Clear recommendation based on composite analysis
Competitive Analysis
0 competitors mapped with strengths & weaknesses
78-Point Validation Framework
Every niche is analyzed across 78 automated research dimensions — continuously updated as new data arrives from 11+ platforms.
Reddit threads, YouTube channels, TikTok trends, and transcript mining
Hormozi value scoring, competitor analysis, and market stage classification
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