shivam@bengaluruProduct strategy, hands-on engineering, and applied AI, taking ideas from proof of concept to production. Most recently in AI hiring systems: assessments, screening, and conversational interviews.
Coding and data-science assessments, source-code verification, remote proctoring, and analytics across 500+ skills.
Embedding search and LLM ranking for JD–CV matching, question generation, and structured reports.
Agentic multi-turn interviews with dynamic follow-ups, live coding, and reviewer insights.
01 · adoptionThe AI that wins quietly fits into the flow of work and delivers outcomes consistently.
02 · validationValidate as a PoC first; carry what holds up into production.
03 · platformKnow when to build reusable capability and when to customise for an enterprise account.