A healthcare payer scaled to 200+ GenAI applications with Fiddler guardrails and cut per-use-case governance cost by 75%.

Manual governance needed 5-7 FTEs per use case at over $950K, and member-facing AI was blocked over PHI leakage and hallucination risk. The payer used Fiddler Guardrails and in-environment Fiddler models for real-time PHI/PII detection and hallucination filtering across all applications. The page reports more than 10x TCO improvement, a 75% per-use-case cost cut, 75% less audit preparation time, and production in two weeks instead of three months.

Fiddler AI is an AI observability and guardrails vendor, used by healthcare payers and enterprises to monitor models and block PHI leakage and hallucinations

This sits in the Scale & Govern stage of the AI use-case lifecycle: Named examples from the tools pharma teams use to monitor, govern and keep validating an AI system once it is already live in production.