LabInTrace LLC — AI Validation Platform

AI agents don't show
their work.

LabInTrace makes agentic lab decisions traceable, reviewable, and auditable against clinical standards.

Built for lab informatics, validation, and technical leaders evaluating agentic workflows in regulated environments.

Validation Architecture

Agent EvaluationTerminal Bench

An agent is given a broken lab workflow and must produce a corrected decision path grounded in the clinical Knowledge Graph. Scored on accuracy, safety, and false hold rate.

KG Provenance AuditKnowledge Graph Provenance Audit · CLSI EP33

Decision inputs, rules, and evidence are traced to named Knowledge Graph nodes. Outputs that cannot be grounded are flagged, even when the final result appears correct.

Repeatable Decision BoundariesRepeatability guarantee

Grounded decisions can be reproduced, reviewed, and defended under lab oversight. Ungrounded decisions cannot, regardless of outcome.