Government departments and public institutions.
Custom LLMs for Public Sector
Citizen services need accuracy, transparency, and support for regional languages. We build models that run on sovereign infrastructure and are fully auditable.
Use cases
Where a custom model earns its keep
- 01
Citizen query assistants
Answers grounded in official circulars, in the citizen's own language.
- 02
Regional-language models
Models fluent in under-served languages, trained on local-language text.
- 03
Document digitisation
Extract and structure fields from scanned forms and records.
Compliance
Designed around the rules you work under
- Deployable on government cloud or on-prem data centres.
- Open-weight base models, so there's no dependency on a foreign API.
- Complete audit trail of data, training runs, and model versions.
Where to start
Recommended services
Custom Model Development
Continued pretraining and small language models built around your domain.Training Data & RLHF
Expert-labelled instruction, preference, and reward data for alignment.RAG & Agent Integration
Connect your custom model to enterprise knowledge, tools, and workflows.
Talk to someone who knows the rules
We'll walk through the compliance constraints before we suggest any model.
We reply within one business day (IST).

