RagMetrics
Category
AI Evaluation
Developer
RagMetrics Inc.
Functional Overview
The moment you ship AI to real users, two things can go wrong — bad inputs reach your models, and bad outputs reach your users. Most teams fix one. We fix both.
Cencori secures, routes, and monitors every AI request from the moment it enters your pipeline. RagMetrics evaluates the quality and accuracy of every AI response before it reaches a human or downstream workflow.
Operational Workflow
01. Request
Input is intercepted by Cencori Gateway. PII is masked and security policies are enforced.
02. Control
Request is routed to the optimal model with automatic failover and cost tracking.
03. Evaluate
RagMetrics scores the output against 225+ criteria before it reaches the end user.
Industry Verticalization
Financial
AI-assisted research and client comms. Cencori caps spend per desk; RagMetrics catches hallucinations before they reach advisors.
Healthcare
Clinical AI documentation. Cencori filters PHI; RagMetrics evaluates summary accuracy to meet HIPAA-eligibility standards.
SaaS
Multi-tenant AI features. Cencori enforces per-customer billing; RagMetrics monitors model drift and quality live.
The 2026 Mandate
Enterprises spent 2024 experimenting. 2026 is the year regulators started issuing consequences. The Pieces Technologies enforcement and UnitedHealth federal court rulings have established a new baseline: If you cannot verify your AI outputs, you are exposed.
FINRA's 2026 report and the EU AI Act Phase 2 now mandate output validation for regulated AI deployments. This partnership provides the only integrated stack that closes the governance loop from input to output.