Healthcare Case Study
Emberline Health
A risk assessment that identified bias concerns before a hiring-related AI tool launched.
-21%Admin Time Saved
The Challenge
Where things stood before
When Emberline Health first reached out, administrative and clinical workflows that hadn't kept pace with the volume they were handling was the issue sitting at the top of their list.
Their team suspected AI could help but weren't sure where to actually start.
The Solution
What we built
We started by getting a clear picture of exactly where things were breaking down before proposing anything.
The result was straightforward: a risk assessment that identified bias concerns before a hiring-related AI tool launched, built specifically around what Emberline Health needed.
- Delivered within a 5-week timeline without cutting scope
- Designed around Emberline Health's actual data and workflow, not a generic template
- Validated thoroughly before deployment to avoid production surprises
- Benchmarked against clear, agreed-upon success metrics from day one
Results
The impact, by the numbers
-21%
Admin Time Saved
95.9%
Model Accuracy
-16%
Patient Wait Time
+24%
Staff Satisfaction
Tech Stack
Built with
NotionConfluencePythonSQL
Fallcrest Financial
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