About
I'm Zoeb — an AI product manager in Bengaluru working on the hardest trust problem in applied AI: making a system tell the truth about its sources.
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2019
B.E. Mechanical Engineering, MIT Aurangabad
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2021–2022
Business Analyst, Hurix Digital
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2022
STOA General Management Program
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2022–2025
Product Manager, Keka HR · 3 roles, 2 promotions · BGV zero-to-one to $2.7M MRR
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2025
Product Manager, Multiplier · global employment across 150+ countries
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2025–present
Product Manager, Instead · owning production LLM output quality
What I believe: evals are a product surface, not a QA afterthought. The interesting product work in AI is deciding what "good output" means, making that measurable, and wiring the measurement into how the team ships. That’s what my flagship project, CrossSource, demonstrates in public.
- Bengaluru, India (IST)
- Open to US relocation
- I keep US-morning slots open — book one
If you're shipping an LLM product, let's talk about what your evals miss.