Selected work
Four case studies across AI products, product systems, operations, and edge-AI systems research.
AI Product · 2026
Made technical value tangible in a fast, interactive demo and compliance automation system.
60% fewer unqualified demos, three weeks shorter sales cycles, 80% less compliance documentation effort, and 3+ qualified enterprise opportunities.
Fintech Product · 2025
Explainable cashflow underwriting and alternative credit scoring for India’s 80M+ gig and informal workers.
Enabled instant 0–900 GigScore evaluation, sub-5ms decision latency on 2M+ simulated monthly transactions, and cryptographically auditable zero-retention reports.
Operations systems · 2025
Moved a payout workflow from multi-day manual handling to an operational system teams could trust.
Payout turnaround dropped from three days to under ten minutes across 400+ monthly transactions; 10,000+ records across 28 states supported a 35% reliability improvement downstream.
Systems research · 2026
A hardware-aware way to choose vision encoders for edge visual-language systems.
Introduced the Cache Cliff terminology to make non-linear hardware trade-offs explicit; readers should validate recommendations on their target hardware.