Senior AI Product Manager. I ship AI-native products and build the tools to evaluate them.
15+ years across Samsung Research, Airtel Digital, Brevo, and LinkedIn. Currently relocating to Europe / Nordics.
What I work on
- AI-Native Product Strategy — from zero to GTM, telemetry, and growth mechanics
- LLM Evaluation & Observability — RAGAS, DeepEval, Langfuse, human-in-the-loop review pipelines
- Agentic UI (A2UI) — dynamic interfaces that bridge chat, filtering, and progressive rendering
- EU AI Act compliance — mapping product decisions to risk tiers and Article 9 requirements
Published work
- LLM Evals Comparison — vendor-neutral decision guide for RAGAS · DeepEval · promptfoo · Langfuse · inspect_ai · OpenAI Evals. Includes a full EU AI Act mapping module. [docs]
- Argo Eval — lightweight trace viewer and human review queue for AI agent sessions. Built for my own agents; open-sourced.
- Writing and experiments at aadhar.build
Building what's next in AI agents, evals, or agentic UIs? I'd love to connect.

