Healthcare AI has generated more hype per deployed system than any other vertical. Having worked with hospital networks on everything from clinical documentation to sepsis prediction, we’ve developed strong opinions about what actually works in production.
Where Healthcare AI Delivers
Clinical documentation automation is by far the highest-ROI application we’ve seen. Reducing physician documentation time by 40–60% has measurable impact on burnout, throughput, and patient face time. The technology is mature enough that the primary challenge is now workflow integration, not model accuracy.
The Failure Patterns
The most common failure pattern is building a model without a clear owner. AI systems require ongoing monitoring, retraining, and governance. Initiatives that treat model deployment as the finish line — rather than the starting line — consistently underperform.
