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Turn interview transcripts into
statistically grounded findings.

Built for usability testing interviews. Upload transcripts, get AI-extracted findings with Wilson Score confidence intervals, severity bootstrapping, and three layers of explainability — from headline to evidence trail.

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How It Works

Three steps. No statistical expertise required.

01

Upload transcripts

Drag and drop .txt interview transcripts. Each file becomes one participant. Best results with 8+ transcripts of 1,000+ words each.

02

AI extracts findings

Claude analyzes transcripts, identifies recurring patterns, codes each participant for evidence, and computes severity scores.

03

Review with confidence

Every finding shows prevalence CIs, effect sizes, and evidence trails. Override AI codings. Share defensible results with stakeholders.

Finding Categories

Four types. Each with distinct statistical treatment.

Usability Friction

Interface failures that break, slow, or confuse users during active tasks.

Severity + Prevalence CIThis is breaking the experience for X% of users

Unmet Needs

Gaps between what users are trying to do and what the product supports.

Prevalence CIThis is a feature gap affecting X% of your users

Mental Model Mismatches

Consistent wrong expectations — users reliably expect X, the product does Y.

Co-occurrence + PatternA design direction problem, not a bug

Workarounds

Users hacking around missing or broken functionality — suppressed demand.

Frequency × ComplexityUsers want this badly enough to hack around it

Statistical Engine

Borrowed from medicine. Built for small samples.

Wilson Score IntervalAsymmetric CIs that work at small n — never hits 0 or 1
Bootstrap Resampling10,000-iteration severity CIs with zero distributional assumptions
Cohen's h + NNFEffect size and Number Needed to Fix — PM-ready decision metrics

Wide confidence intervals are not a weakness — they are the honest output for small n. Groundedly never apologizes for uncertainty. It quantifies it.

See it in action.

The demo uses mock data from a 42-participant usability study — no sign-in required.

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