AI evaluation
Making quality measurable—before models meet the people who depend on them.
AI EVALS · PRODUCT · STRATEGY
Building the
evidence behind
better AI.
AI EVALUATION ✦ PRODUCT THINKING ✦ USEFUL INTELLIGENCE ✦ AI EVALUATION ✦
THE LENS
AI product
Turning emerging capability into focused products with a reason to exist.
AI strategy
Finding the highest-leverage problems, and the evidence needed to pursue them.
PROFESSIONAL JOURNEY
A product career shaped by the questions AI makes possible.
My work sits between what models can do and what people need them to do. That means asking better questions, designing sharper feedback loops, and never mistaking a demo for a product.
AI product & evaluation
Building a practice around reliable AI systems, product judgment, and evaluation-led development.
From models to outcomes
Working at the intersection of infrastructure, applied AI, and the human workflows products need to improve.
Evidence over intuition
Combining user insight, rigorous measurement, and clear product strategy to make AI genuinely useful.
A detailed experience timeline is being curated from Sourav’s professional record.
FIELD NOTES
ON SUBSTACK
Notes on building AI that deserves to be trusted.
Essays on AI evaluation, product management, infrastructure, and the decisions that shape intelligent systems.
RECOGNITION
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Manager feedback and selected awards will live here—adding the voices and moments that have shaped my work.
COMING SOON