FiboRisk Model Monitoring vs Galileo

FiboRisk Model Monitoring is web software for monitoring model performance, drift, bias, latency, overrides, and realized outcomes against an accepted model and policy version. Listed capabilities include performance monitoring, drift detection, bias and segment review, and alert management. Evidence objects connect datasets, models, policies, decisions, reviewers, and release states. Evidence records can version dataset and feature details, model and policy versions, acceptance status, reviewer role, and decision timestamps; records are attributable and exportable within the agreed delivery scope. The product is aimed at validation or audit teams and defines roles for validation, approval, operation, and audit. Delivery uses a dedicated tenant or agreed private deployment. Production access follows model and environment acceptance, with named-user invitations managed by customer administrators. Security, privacy, data, retention, transfer, encryption, export, and deletion controls are defined for each deployment boundary. Integrations and costs are confirmed in the statement of work.

Galileo is an observability, evaluation and guardrail platform for generative AI and agentic applications. It provides ready-made evaluations for RAG, agents, safety and security, as well as custom evaluators. Observability tools analyze agent behavior to surface patterns and failure modes, while Galileo Experiments let teams evaluate datasets and prompts systematically and compare results. Evaluation scores can guide agent actions, tool access and escalation paths. Developers can use Python and TypeScript SDKs or the API, with integrations including CrewAI, Google ADK, LangChain and LangGraph, OpenAI, Microsoft Agent Framework, Strands Agents and Vercel AI SDK. Deployment options include SaaS, virtual private cloud and on-premises. The Free plan includes 5,000 traces per month, unlimited users and unlimited custom evaluations. Pro costs $100 a month, billed yearly, and includes 50,000 traces per month; pricing scales with trace volume. SSO supports OIDC and SAML only on a customer's own Galileo cluster, not the free version or hosted app.galileo.ai service.