Run Sarvam 2B on Indian GPU Infra

“We were serving Hindi and Marathi support through a general-purpose multilingual model and the token counts were brutal. Switching to a fine-tuned Sarvam 2B on Host360 cut our cost per conversation by more than half. The migration took a week, not a quarter.”

“Eleven languages of product copy across a 40,000-SKU catalogue. Host360 sized the GPU for what a 2B model actually needs instead of selling us a cluster, and the batch job that used to run overnight now finishes before the merchandising team logs in.”

“Their team asked what our concurrency and p95 latency targets were before quoting anything. That was a first. We ended up on a smaller instance than we'd budgeted for and it has held through two election-week traffic spikes.”

“Data residency wasn't a preference for us, it was a procurement gate. Host360 answered it down to the rack, had the DPDP documentation ready, and a CERT-In empanelled auditor on file. That closed the file in one meeting.”

“We fine-tune on our own tutoring transcripts, so the data can't leave our environment. Private deployment on dedicated GPU solved that. Support actually understands LoRA and vLLM — we're not explaining our stack to a ticket queue.”