Agentic AI Production Suite

Multiple agentic AI initiatives in production across a regulated financial-services enterprise — combining RAG, deterministic validation, Kafka-triggered workflows, human-in-the-loop review, and explainable audit trails on GCP and AWS.

Use cases

• Citation-grounded knowledge assistance — grounded answers w/ source attribution
• Incident triage — agent-assisted classification + routing
• Policy-grounded decision support — retrieval over policy corpus + LLM-as-judge validation
• Rules automation — natural-language → executable rules with review gates
• Shadow-mode decisioning — agents propose, humans approve, system learns

Common patterns

• MCP-secured tool / data access
• Deterministic validators wrapping LLM calls
• Kafka-triggered async agent workflows
• LLM-as-judge evaluation + golden traces
• Audit-friendly run logs with full citation chains