1000 Charts in One Weekend: One Team's Success using Brim for Chart Review

The Team at Brim Analytics

April 25, 2025

Brim significantly reduced the time required for chart reviews from an estimated 500 hours to about 25 hours; something my colleague completed over the weekend.
- Senior Project Manager, Biomedical Informatics

Background

A research team needed to confirm the most recent patient characteristics recorded in approximately 1,000 patient charts in order to ensure the clinical alignment of therapy. This required reviewing post-visit summary notes and reconciling patient reports with structured data stored in the EHR. Manual review of each chart typically took up to 30 minutes, leading to an estimated 500-hour workload.

Challenge

Patient characteristics are often inconsistently recorded, buried in lengthy clinical notes, and subject to change over time. Reviewing charts manually was time-intensive, prone to inconsistency, and difficult to scale.

Solution: Brim’s AI-Guided Abstraction

The team used Brim to streamline the review process. Brim enabled them to:

  • Define a custom variable that extracted the desired patient characteristics from provider notes.

  • Specify synonymous terms and categorize responses for consistent labeling.

  • Review results with traceability, including confidence intervals and text excerpts from the source notes.

  • Manually adjudicate ambiguous cases, aided by seamless navigation to related text when needed.

Results

  • Improved Efficiency: Total review time dropped from an estimated 500 hours to just 25 hours, completed by one team member over a weekend.
  • Easy Quality Control: The team easily rejected or corrected 1–2% of proposed results using Brim’s point-and-click interface.
  • Impact: Brim helped the team identify patients who should have been excluded based on updated patient records, improving the integrity of their dataset.

Conclusion

Brim delivered a 20x improvement in review efficiency, while increasing accuracy, consistency, and auditability. This project highlighted Brim’s value in handling evolving patient characteristics at scale—turning a burdensome manual task into a streamlined, AI-supported workflow.

Less time reading charts,
more time making breakthroughs.

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