CLIAbriefings.

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 image of a hospital corridor dividing into a contained, lit path and an open, dim path, symbolizing governed versus ungoverned AI deployments.

Clinical AI Already Has Rules. Most Deployments Sit Outside Them.

The real governance decision for health systems is not whether to build an AI committee, but which deployments already sit inside CLIA, ONC certification, or HIPAA, and which sit in open air.

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.