Galiark launches deterministic AI for claims

Galiark launched Mobius, a deterministic reasoning engine that connects evidence, rules, events, and relationships through time, with healthcare claims adjudication as its first commercial application. The company says the system can produce repeatable outputs, test counterfactuals, and escalate when evidence does not support a conclusion in its launch announcement. Operators should file this as a category signal rather than a proven accuracy claim: regulated workflows may pair probabilistic language models for extraction with deterministic layers for the decision record, much as AI governance controls already treat agent evaluations as production security.