Designed and delivered a modular toolkit that helps product teams launch LLM-powered features with confidence. The platform combines offline evaluation harnesses, red-teaming playbooks, and real-time monitoring dashboards so teams can catch regressions before customers do.

Key capabilities include:

• Scenario-driven evaluation with guardrail scoring and qualitative review loops.
• Policy-aware deployment workflows that keep humans in the loop for high-risk decisions.
• Telemetry pipelines that surface drift, hallucinations, and SLA breaches in minutes, not days.

The toolkit now supports three internal products and powers quarterly compliance reviews across data, security, and legal stakeholders.