Government & Public Sector
Services
Knowledge Systems
RAG-powered knowledge bases and document intelligence for institutional knowledge management.
Institutions sit on decades of policies, circulars, manuals, and case files, but staff cannot find answers fast enough. Quaere builds AI search and knowledge systems that let employees, citizens, and students ask questions in plain language and get answers with links to the source document. Nyay Marg AI uses this approach for legal guidance; the same technology can power internal staff portals, university policy search, and healthcare procedure lookup.
Unlike generic search appliances, our knowledge systems respect hierarchical permissions, document classification, and update cycles common in government, universities, and regulated industries. We pair vector search with governance tooling so content owners control what the AI can retrieve and cite.
Challenges We Address
Common pain points organizations face before engaging Quaere.
Knowledge scattered across drives and departments
Critical guidance lives in PDFs, SharePoint folders, and email, with no single searchable source of truth.
New staff take months to onboard
Tribal knowledge and undocumented processes slow productivity and increase error rates.
Search tools return irrelevant results
Keyword search fails on complex policy language and cross-referenced documents.
AI answers without sources
Generic chatbots hallucinate or cannot prove which document supports an answer, unacceptable in regulated contexts.
Problems We Solve
Targeted solutions we design and deliver for your organization.
Natural language search
Staff ask questions in plain language and retrieve answers from approved document corpora, beyond keyword search that misses policy nuance and cross-references.
Citation-backed answers
Every response links to source documents so users and auditors can verify guidance, essential in regulated education, healthcare, and public-sector contexts.
Role-based document retrieval
Permissions enforced at document and chunk level, ensuring users only see knowledge appropriate to their role, department, and clearance level.
Automated ingestion pipelines
New and updated policies, manuals, and circulars flow into the knowledge base on schedule, keeping assistants current without manual re-indexing.
Business Impact
Real results from live projects: millions of citizens served, university exam systems digitized, and healthcare apps in daily use.
70%+
Search time reduction on mature deployments
100%
Citation-backed responses
RBAC
Document-level access control
RAG
Production-grade retrieval architecture
Key Benefits
What your organization gains when AI is built for real users in healthcare, education, government, and private sector.
Capabilities & Features
From deep learning models and chatbots to full platforms like HealthRely and university OSM, we cover the full build.
Reduce time spent searching for policies and procedures by 70%+
Document ingestion: PDF, Word, HTML, SharePoint, S3
Onboard employees faster with self-service institutional Q&A
Intelligent chunking and metadata tagging
Improve answer consistency across departments and regions
Hybrid search: vector + keyword retrieval
Maintain compliance with auditable retrieval logs
Citation UI with page and paragraph references
Power chatbots and agents with governed knowledge layers
API for chatbots, agents, and internal tools
Our Delivery Process
How we take projects from planning to live systems, the same way we delivered Nyay Marg AI, HealthRely, and university OSM platforms.
Step 1: Corpus audit
01
Corpus audit
Inventory documents, classify sensitivity, and define access policies.
Step 2: Chunking strategy
02
Chunking strategy
Optimize retrieval quality for your document types and query patterns.
Step 3: RAG pipeline build
03
RAG pipeline build
Deploy ingestion, embedding, retrieval, and generation with evaluation benchmarks.
Step 4: Team launch
04
Team launch
Give a first team access to AI search; measure answer accuracy and user satisfaction.
Step 5: Governance & scale
05
Governance & scale
Establish content update workflows, monitoring, and enterprise rollout.
Technologies
The tools and platforms behind our live systems for UPSLSA, Chandan Healthcare, universities, and enterprise clients.
KnowledgeSystems
Vector databases
OpenAI / Azure OpenAI embeddings
Elasticsearch
Python
LangChain
AWS S3
PostgreSQL
Next.js
Redis
Industries We Serve
Healthcare, legal services, education, government, and private sector, where we have delivered production systems.
Education & Universities
Healthcare
Legal Services
Financial Compliance
Enterprise Operations
Explore how we serve your sector on our Industries page.
Why Choose Quaere
Why government bodies, universities, hospitals, and private companies choose Quaere for AI and software they can rely on daily.
RAG built for institutional permissions, not public internet scrapes
Citation-first design for compliance and trust
Experience with government policy and examination content
Feeds chatbots, agents, and staff portals from one corpus
Secure deployment: VPC, on-prem, and air-gapped options
Continuous evaluation against hallucination and drift metrics
Frequently Asked Questions
Common questions from teams planning AI chatbots, healthcare apps, university platforms, or ML projects.
Ready to transform your organization with Knowledge Systems?
Book a consultation with our team to explore secure, scalable solutions tailored to your mission.
No commitment required • Response within 24 hours
Related Services
Other services that often work together, for example chatbots plus knowledge systems, or SaaS plus integrations.
AI Chatbots
Multilingual AI chatbots for legal aid, healthcare, universities, and citizen services, proven at scale with Nyay Marg AI.
AI/ML Solutions
Deep learning, predictive analytics, and production ML for universities, healthcare, government, and enterprise.
Agentic AI
Autonomous AI agents that reason, plan, and execute complex workflows across your organization.