Summary
Product Manager with 6+ years of experience owning roadmaps from discovery through launch and production
adoption across AI, gaming, fintech, and GovTech platforms. Currently defining RAG, agentic workflows, and
AI quality benchmarks at Datacaffe.ai. Translates ambiguous requirements into PRDs, BRDs,
and acceptance criteria that engineering teams implement directly, and defines success metrics tied to
measurable business impact. Hands-on with SQL, Python, and AI tools in daily work.
Experience
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Product Manager
Datacaffe.ai
Current
08/2026 – Present
India
- Defined RAG, knowledge retrieval, file intelligence, and contextual workflows.
- Established AI quality expectations for usefulness, accuracy, latency, cost, and safety.
- Collaborated with AI engineers to improve token efficiency and response performance.
- Defined enterprise governance, privacy, and human-approval rules for AI-powered actions.
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Responsible for AI feature specifications, model evaluation criteria, agentic workflow requirements,
AI quality benchmarks, and cost-performance analysis.
RAGAgentic workflowsAI evaluationGovernance
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Cut operator go-live time by 88%, from 3 months to 10 days, via streamlined
deployment.
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Owned the lifecycle of an AI-powered feature from problem discovery and requirements definition
through development, launch, and post-launch monitoring.
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Defined success metrics and evaluation criteria for AI features, collaborating with engineering and
data science teams to assess output quality, reliability, and business impact.
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Led wallet, payment, and risk modules across 1,000+ integrations and
10+ payment gateways.
- Integrated identity verification and fraud detection systems with post-launch monitoring.
- Used SQL and performance data to evaluate feature adoption and prioritise improvements.
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Built a delivery OS with 12 linked databases,
4 role-based dashboards, and real-time KPIs.
iGamingPaymentsRisk & fraudAI features
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Business Analyst / Project Manager
Dev IT Pvt. Ltd.
08/2024 – 03/2025
Jaipur
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Delivered product design for Kaushal Darpan, a Government of
Rajasthan skilling platform.
- Translated ambiguous policy requirements into prioritised features and system workflows.
- Authored BRDs, SRS documents, acceptance criteria, and UML diagrams for engineering.
GovTechRequirementsUML
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Product Manager
Eeglusoft
10/2023 – 08/2024
India
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Led roadmap for startup MVPs and fintech platforms, taking
WrkrsApp from concept to launch.
- Wrote PRDs, BRDs, user stories, and wireframes that engineering implemented directly.
MVPFintechMarketplace
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Product Manager
Simform Solutions Pvt Ltd
03/2023 – 10/2023
India
- Managed agile delivery for hospitality clients including Atlantis Hotel and Palm Jumeirah.
- Owned requirement discovery, specifications, user stories, and acceptance criteria.
HospitalityAgile delivery
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Product Manager
StriveMindz Pvt Ltd
08/2020 – 01/2023
India
- Drove requirements and product definition for fintech, CRM, and marketplace platforms.
- Ran stakeholder workshops and produced BRDs, SRS documents, and workflows.
FintechCRMWorkshops
