Multilingual RAG · India · multilingual

Crop Advisory RAG Platform

Multilingual guidance in Bengali, Hindi, Marathi.

Outcomes

Category
Multilingual RAG
Context
Agritech · India · multilingual
Outcome
8,000+ farmers reached

Source of figures: Client case study and Digicides role (résumé).

The problem

Farmers needed crop guidance in Bengali, Hindi and Marathi, delivered over channels they already use: SMS and voice calls.

The solution

A retrieval-based advisory system serving multilingual guidance in Bengali, Hindi and Marathi over SMS and IVR, running on self-hosted models.

Architecture

Architecture · Crop Advisory RAG Platform
  1. 01

    Advisory knowledge

    Embedded with FAISS

  2. 02

    Self-hosted LLM

    Ollama

  3. 03

    Delivery

    SMS / IVR in Bengali, Hindi, Marathi

In the wild

digicides.com, the agritech business behind the crop advisory programme (Technical Lead, Jun 2022 – Feb 2024)
digicides.com, the agritech business behind the crop advisory programme (Technical Lead, Jun 2022 – Feb 2024)

Technologies

  • Ollama
  • FAISS
  • SMS/IVR
All work
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    Campaign engine for WhatsApp, SMS and IVR workflows with dashboards and operational reporting.

    2M+ outbound messages / month

    View case study
  • United Kingdom

    Enterprise RAG

    UK Fintech RAG Knowledge System

    Source-cited answers, zero-hallucination workflow, compliance audit trail.

    60% search effort reduction

    View case study

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