Progress Analytics

Track your fluency the way you track your patients.

Fluency score trends, pronunciation heat maps by phoneme, vocabulary growth, session streaks. Built for clinicians who track outcomes, not feelings — and need to explain progress to a CME committee.

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Your dashboard · Last 12 weeks

Fluency

+18

This month

Day streak

Fluency trend▲ +40 pts

Pronunciation accuracy by phoneme

The measurement problem

“Better” isn't a metric.

Six months of practice and you feel like you're improving — but you can't point to which specific skill moved. Was it pronunciation? Vocabulary? Speed? Or was it just confidence? When you have to justify CME credit to a department head or explain progress to a residency director, “I feel better” doesn't carry the conversation.

What you measure

Five signals, refreshed every session.

Fluency score

Composite of speech rate, hesitation, self-correction, and structural complexity. The headline number.

Pronunciation accuracy

Phoneme-level accuracy with a heat map showing which sounds nail and which slip — week over week.

Vocabulary growth

New words mastered, by specialty. Track how your cardiology terminology compares to your ER vocabulary.

Session calendar

GitHub-style heat map of practice days. See your streak, your gaps, and your peak weeks at a glance.

Streak & consistency

Daily-practice streaks with smart reminders. Consistency beats intensity for language acquisition.

Goal progress

Set a goal (conference, exam, rotation) — see weekly progress against it and adjust drill focus accordingly.

For institutions

Exportable reports your CME committee will accept.

Every learner gets a verifiable progress report — hours practiced, scenarios completed, measurable skill deltas. Hospitals and residency programs can export anonymized cohort data for accreditation review.