FlipkartMobiles× 
concept demo
concept demoFrontier-level answers on 25 real Flipkart listings, at 1/25 of the cost.
Two phone workflows. Every question goes to a leading frontier model and an open model on Dvar side by side, with the answer, the quality check, the response time and the cost of each reply.
Shopping assistant
A buyer asks about a phone in English, Hinglish or Hindi. Both models answer from the live listing, and each answer is checked.
Open a product page →Support and return claims
A customer writes in about an order. Both models sort it, check the claim and suggest the next action.
Open the Help Center →Evals
The Dvar Eval Console view of the same runs: every conversation, and the cheapest model that is as good as the one in use.
Open the console →77/77 vs 76/77Buyer answers passing all five checks: open model on Dvar vs frontierSee the one question the frontier model missed →
60/60 vs 60/60Right decision on 60 return and exchange claims: open model on Dvar vs frontier
25× lower costper answer on the open model on Dvar, averaged over the test run