LLM Application Development for Government & Public Sector

The hard part of an LLM application is not the first response. It is the thousandth, when the edge cases arrive and the token bill lands. We build for both from the start.

In government & public sector, procurement, data sovereignty and accessibility obligations shape the architecture before anything else. That single fact reshapes how llm application development has to be built here, the guardrails, the approval points and the evidence trail are design inputs rather than things bolted on before go-live.

The workload we are most often asked to take on first is scheme eligibility checking, usually integrated against grievance platforms. Integration comes before intelligence. A model that cannot reach your systems of record is a demo with good manners.

Deployed across regulated and unregulated sectors, with audit trails where the regulator expects them. You own the code, the models where they are open-weight, and the documentation to run it without us.