Crop disease detection and advisory for a farmer producer organisation
Farmers photograph an affected plant; the app identifies the likely disease and gives treatment advice in Marathi, Hindi or English, while the FPO sees outbreaks on a map.
Generative AI
LLM applications grounded in your own documents, with evaluation and guardrails so answers can be trusted.
Overview
Generative AI lets people ask questions of documents, draft reports and work in their own language. We build assistants on large language models connected to your knowledge through retrieval (RAG), so answers cite their sources. Every system is tested with automated evaluation before release and protected by guardrails in production.
What we build
- Document assistants
- Ask questions across policies, manuals, records and reports, with answers that cite the exact source.
- Summarisation and drafting
- Turn long records, reports or case files into structured summaries and first drafts for review.
- Multilingual assistants
- Assistants that understand and reply in Marathi, Hindi, English and other Indian languages, by text or voice.
- Evaluation and guardrails
- Test suites with DeepEval and Ragas, hallucination checks, PII protection and content filters.
Use cases by industry
Where generative ai makes the biggest difference for our clients.
Generative AI: case studies & projects
Filter all case studies
Motor claims intake agent with photo damage assessment
An AI agent that collects claim documents and photos, checks them against the policy, estimates damage from images and prepares the case for a surveyor or adjuster.
Health insurance claims: document extraction and fraud signals
Automated reading of hospital bills, discharge summaries and prescriptions, with checks against policy terms and explained fraud signals for investigators.
Clinical report summarisation for a hospital
An assistant that turns long reports and discharge notes into structured summaries for clinicians, with every statement linked to its source.
Multilingual citizen-service assistant for a state department
A WhatsApp and web assistant that answers questions about schemes and services in Marathi, Hindi and English, and checks application status.
Grievance classification, prioritisation and routing
Machine learning that reads incoming citizen grievances, assigns category and urgency, and routes each one to the right office, with dashboards for senior officers.
How we deliver
Discover
A short workshop to understand the problem, the data and what success looks like.
Prototype
A working proof of concept on a sample of your data, so you can judge results early.
Build
The full solution, tested against your data and integrated with your systems.
Deploy and support
Production deployment on your cloud, with monitoring and continuous improvement.
Questions
Will our data be used to train public models?
No. We use enterprise model endpoints that do not train on your data, or open models hosted in your own cloud.
How do you reduce wrong answers?
Answers are grounded in your documents with citations, measured with automated evaluation, and the assistant says when it does not know.
Can it run inside our network?
Yes. We can deploy open models within your cloud account or on-premises hardware.
More technologies
Explore generative ai for your organisation
Start with a free discovery call. We will tell you honestly what is possible with your data.