itssujeeth What I help with
I am most useful when the conversation involves production AI architecture, enterprise integration, platform strategy, governance, evaluation, or hands-on modernisation of legacy systems into AI-enabled workflows.
Enterprise agentic AI architecture review
Design audit or greenfield architecture for multi-agent systems — tool design, orchestration, evaluation, identity, and governance layers.
RAG platform modernisation assessment
Diagnose why retrieval quality is low, latency is high, or the pipeline doesn't hold up against real enterprise data volumes and access controls.
MCP server architecture and design
Designing and scoping MCP servers for enterprise tool ecosystems — capability boundaries, auth, schema design, and integration with existing platforms.
AI governance and evaluation framework
Building the evaluation harnesses, guardrails, observability, and governance models that let organisations trust and audit AI outputs in production.
Prototype-to-production advisory
Taking a working proof-of-concept and designing the production path: reliability, security, observability, cost, and the integration points that demos skip.
For role discussions, advisory, or architecture conversations.
For detailed architecture requests, project briefs, or collaboration proposals.
For lightweight professional connection or to follow the public work.