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A microscope slide under blue scanning light with overlapping digital grid patterns, symbolizing AI analysis layered onto traditional pathology.

Digital Pathology AI Scales Into a Validation Framework Built for Assays, Not Algorithms

As AI-assisted digital pathology expands across CLIA-certified labs, the real decision is whether existing CAP validation checklists can actually capture algorithmic performance.

Abstract layered glass panels evoking microscopy slides connected by a faint network lattice, symbolizing a deepening technology relationship across a laboratory network.

The NeoGenomics-Indica Labs Deal Is a Vendor Governance Question, Not Just an Infrastructure One

As a decade-long AI pathology vendor relationship scales across a national lab network, the open question for lab leadership is contractual, not technical.