itssujeeth What I help with
I cover the full arc of an agentic engagement: finding the use case worth doing, building the first prototype myself, changing the design when the evidence says so, shaping a scope the business can accept, and leading the team that takes it to production. I am most useful when the conversation involves production AI architecture, enterprise integration, platform strategy, governance, or evaluation.
AI use-case discovery and prioritization
Executive workshops that rank candidate use cases by business value, technical feasibility, time to value, autonomy potential, and risk, with the trade-offs explained in business terms.
Hands-on proof of concept with a go/no-go
I build the first prototype myself, validate it against your established process line by line with your business experts, and hand back a clear recommendation on whether and how to proceed.
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.
Agentic practice development
For consultancies and platform teams: discovery methods, validation approaches, delivery standards, and evaluation frameworks so a growing practice repeats what works instead of re-inventing it per engagement.
Get in touch
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.