Enterprise GenAI & Agentic AI Paved Road
Reference architectures, MCP-secured tool/data access, RAG grounding, LLM-as-judge evaluation, and HITL controls for safe AI adoption in regulated environments.
Agentic AIGenAIMCPRAGEnterprise AIGovernance
Co-architected an enterprise GenAI & Agentic AI Paved Road in partnership with central AI / CTO leadership at a Tier-1 financial-services enterprise.
What it provides
- Reference architectures for GenAI and Agentic AI systems
- Reusable components for agents, tools, retrieval, and evaluation
- MCP-secured tool and data access patterns
- Enterprise redaction patterns and prompt-injection defenses
- LLM-as-judge evaluation harnesses
- Audit logging, threat modeling, and delivery guardrails
- Human-in-the-loop review primitives
Why it matters
- Enables safe enterprise adoption of AI in regulated financial services
- Balances innovation velocity with explainability, access controls, governance, and operational-risk management
- Standardizes the “right way” to ship AI so teams don’t reinvent safety
Production deployments span GCP and AWS, across loyalty, benefits, knowledge assistance, incident triage, policy-grounded decision support, and shadow-mode decisioning.