Not too long ago, retail in India operated on a purely stockist-distributor-retailer-led model, wherein the brands were separated from their customers by two or three layers. Lack of a direct connection with the customers meant that brands would rely on "channel checks" for demand estimation and forecasting. Again, feedback from the channel and the consequent decision-making was based largely on heuristics rather than science.