plannedShip
Mandi Advisor
A WhatsApp-style assistant that answers a farmer's price and crop questions in Hindi, Marathi or Telugu, from public data, for under one rupee a conversation.
Agriculture
Farmers ask in their own language and get a sourced, dated answer for paise, with an honest abstention when the model is not sure.
Users ask in Hindi, Marathi or Telugu, often by voice, mandi prices change daily, pesticide dosage advice beyond the label is a liability, and the whole conversation has to cost paise, not rupees.
WorkflowPrice and crop questions answered in three languagesMeasured
Answer correctness on a bilingual question set, judged by a second model with a human-reviewed subset; cost per conversation in paise; source and date on every answer.
Answer correctness on a bilingual question set, judged by a second model with a human-reviewed subset; cost per conversation in paise; source and date on every answer.
WorkflowLeaf photo to likely disease, or an abstentionMeasured
Holdout accuracy and a calibration curve; precision against coverage as the abstention threshold moves.
Holdout accuracy and a calibration curve; precision against coverage as the abstention threshold moves.
“Can we serve thousands of low-literacy users cheaply and in their language?”
Demos in this domain
What it looks like running.
plannedShape
Crop Doctor
Photograph a leaf; get a likely disease, a confidence, and advice grounded in public advisories, or an honest "not sure, ask an agronomist".
Offers that fit
Where to start.
Shape Pilot4 to 8 weeks
One use case on real data in your tenant, with golden-set evals, guardrails, tracing, a cost dashboard and handover
₹6 to 20 L · $15k to 45k
Ship Build8 to 16 weeks
Production build, integrations, security review, monitoring, runbook, training, 30-day hypercare
₹20 to 60 L · $45k to 150k
Sustain Opsmonthly
Evals in CI, drift and hallucination monitoring, cost guardrails, model-upgrade testing, incident response
₹75k to 3 L / system · $2k to 8k / system