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AI product case study · 2026 · Product & analytics

Practice Ops Bottleneck Analyzer

Mine task events to show a practice where its staff hours actually go.

Product StrategyData & PlatformsMarket ResearchOpen Source
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The problem

Medical practices know they are losing staff hours somewhere in the revenue cycle, but not where, so they cannot decide what to automate first.

Highlights
  • Task-event mining that ranks each practice's operational bottlenecks and sizes the automation ROI of fixing them
  • The second product in the NewMed clean-room case study: synthetic data, a full reproducible pipeline, docs, and a deployed app
Stack & methods
PythonSQLProcess miningProduct analytics