The full arc
Changing how India's urban workforce earns a living
Three truths about Indian offline retail
that we've built Baylink around
Built by operators, not observers
Finance background at Arcesium and BlackRock. Built a retail commerce company to ₹1.5Cr revenue. Former model and music video actor deeply comfortable on camera and in front of any room. Has spent more hours in Delhi NCR kiranas than most people spend in offices.
Operations background from Housing.com and BatterySmart, where he built and scaled field operations at pace. Understands how to make things happen at city level — supply chains, people, logistics, the messy middle of execution. The person who makes the plan work
Built the Saarthi App, Vault dashboard, GRID routing engine, and all LLM validation infrastructure from scratch. Previously at FilterPixel, computer vision and image processing. The person who turned whiteboard architecture into 93% AI verification accuracy in production
Every milestone earned the hard way
Late 2023
Early 2025
Sept 2025
Nov 2025
May 2026
Built a platform to help small FMCG brands get distributed through kiranas at scale.
Reached ₹1.5 crore in revenue. Learned everything about what's broken in the retailer–brand–distributor chain. The education that made Baylink possible
Realised the distribution problem was downstream of a more fundamental failure: no one could verify that field execution actually happened. Pivoted to build the verification and execution infrastructure layer
Aman built the entire technical stack from scratch. LLM fine-tuned on 15,000+ Indian retail shelf images. 93% verification accuracy achieved in production. First 100 Saarthis certified and deployed in Delhi NCR
First enterprise client in Emami. Challenger brands follow: Beyond Snack, Mr. Makhana, Orika, Headshot Energy, Chef Urbano, Organic Nation. Expansion from Delhi NCR into Mumbai and Tricity begins
Five months of revenue. 10,000+ missions completed and AI-verified. 2,000+ stores covered. Brands averaging 8× ROI. 11 standardised execution products live. Raising the next round to expand to 3 new cities
Investors who understand India's offline commerce problem