Government & Public Sector
AI Evaluation & Red Teaming for Government & Public Sector
AI Evaluation & Red Teaming for government & public sector, built around the constraint that defines the sector: procurement, data sovereignty and accessibility obligations shape the architecture before anything else.
- Regulations in scope
- 5
- Systems we integrate
- 4
- Typical first release
- 6 weeks
What changes when it is government & public sector
If nobody has tried to break your AI system, your customers will be the first to, and they will do it in public.
In government & public sector, procurement, data sovereignty and accessibility obligations shape the architecture before anything else. That single fact reshapes how ai evaluation & red teaming 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 citizen grievance triage, usually integrated against DigiLocker and Aadhaar-linked services. 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. Six weeks to something running in production, not six quarters to a strategy document.
The sector constraints we design around
- Defining constraint
- procurement, data sovereignty and accessibility obligations shape the architecture before anything else
- Regulations in scope
- DPDP Act 2023 · RTI obligations · GIGW accessibility guidelines · government cloud empanelment · e-governance standards
- Systems of record
- departmental portals · DigiLocker and Aadhaar-linked services · legacy record systems · grievance platforms
- Where we usually start
- citizen grievance triage
AI Evaluation & Red Teaming workloads in government & public sector
- citizen grievance triage
- scheme eligibility checking
- records digitisation
- multilingual service delivery
- case file processing
What is included
- Evaluation set built from your real domain
- Adversarial prompts including injection and jailbreak attempts
- Hallucination rate measured, not estimated
- Bias testing where the use case warrants it
- Regression suite wired into your CI
- Findings report with severity and remediation
Questions from this sector
Can AI systems be procured under GeM?
Yes, and we structure deliverables to fit standard procurement categories and evaluation criteria.
Does it work in regional languages?
It has to. Public services in India are multilingual by obligation, and we build for that rather than adding translation later.
What is prompt injection?
An attack where instructions hidden in content the model reads, an email, a web page, an uploaded file, override your intended behaviour. It matters the moment your system processes anything a user or third party supplies.
How do you measure hallucination?
Against a labelled question set from your domain with verified answers, reported as a rate rather than an impression.
Do we need this if we use a major provider?
Yes. Provider safety training covers general misuse; it knows nothing about your specific tools, data and permissions, which is where the real risk sits.
AI Evaluation & Red Teaming in other sectors
Other capabilities for government & public sector
- AI Agent Development for Government & Public Sector
- Agentic Workflow Automation for Government & Public Sector
- LLM Application Development for Government & Public Sector
- RAG & Knowledge Retrieval for Government & Public Sector
- Chatbot Development for Government & Public Sector
- Document Processing & IDP for Government & Public Sector
- AI Copilot Development for Government & Public Sector
- Data Engineering for Government & Public Sector
- Enterprise AI Platform for Government & Public Sector
- MCP Server Development for Government & Public Sector
AI Evaluation & Red Teaming for government & public sector, worth a conversation?
Tell us the workload and the regulation it sits under. We will tell you what is realistic.
Or email bd@dtrasglobal.com · call +91 74118 77878