
AI Digital Pathology Slide Analysis Workflow for a Regional Lab Network
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Problem
Slide backlog and courier delays
A 12-lab regional pathology network was struggling with a growing slide-review backlog. Glass slides were couriered between labs for subspecialist reads, turnaround on routine cases stretched past a week, and audit sampling showed notable grading variability between readers. Digital slide scanners had been purchased at four labs but sat outside any shared workflow.
Solution
Networked digital pathology platform
We built a network-wide digital pathology platform: scanned whole-slide images flow into a central archive, an integrated regulator-cleared tissue-analysis engine pre-screens cases and highlights regions of interest, and a unified worklist routes each case to the right subspecialist regardless of location. Every AI-assisted case requires pathologist sign-off, with dashboards tracking turnaround and second-read agreement across all 12 labs.
Measurable Impact
What changed after launch
Routine case turnaround cut from 8 days to 3 across the network
Slide courier shipments between labs down 70% after digital case routing replaced physical transfers
Six-week review backlog at the two busiest labs cleared within 10 weeks of rollout
Second-read agreement on graded cases improved by 9 percentage points under quarterly audit
Tech & Tools Used
What powered the build
Ready to Build your Medical Diagnostics & Pathology Business with Medical Image Analysis
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