RAG & Knowledge Assistants
Turn scattered documents into an assistant that answers with sources.
Most company knowledge sits in PDFs, wikis, emails and shared drives. Retrieval-augmented generation (RAG) lets an AI assistant search that knowledge and answer questions with citations - respecting each user's access rights. We build the ingestion pipelines, vector search and evaluation so answers stay accurate as your content changes.
What we deliver
Document ingestion
PDFs, Word, Excel, SharePoint, Google Drive, websites and databases kept in sync.
Hybrid & vector search
Semantic plus keyword search tuned for your domain language.
Answers with citations
Every answer links back to the exact source paragraph.
Access control
Users only see answers from documents they are allowed to open.
Multilingual
Questions and answers in English, Hindi and other Indian languages.
Accuracy evaluation
Test sets and automatic scoring to measure and improve answer quality.
Popular use cases
What you get
- Answers in seconds instead of hours of searching
- Fewer repeated questions to experts
- Faster onboarding of new staff
- Knowledge that stays with the company
Technologies we use
Built with guardrails
Human in the loop
Approval steps and escalation for sensitive or high-value actions.
Data privacy
PII masking, role-based access and hosting in your own cloud tenant.
Evaluated, not guessed
Accuracy and safety test suites run before every release.
Full observability
Every prompt, tool call, cost and decision traced and auditable.
Frequently asked questions
How do you stop the assistant making things up?
Answers are generated only from retrieved sources, cited inline, and the assistant says when it does not know. We measure accuracy on a test set before go-live and after every change.
Our documents change daily - is that a problem?
No. Ingestion runs on a schedule or on change events, so the assistant always works from the latest version.
From idea to production
Discover
Workshops to understand your goals, users, data and constraints. You receive a written scope and estimate.
Prototype
A clickable design or a working AI proof of concept on your data - so you see value before you commit.
Build
Agile sprints with a demo every week or two, with security and guardrails built in from day one.
Evaluate & Launch
Functional, accuracy, security and performance testing, then a smooth go-live.
Operate & Improve
Monitoring, LLMOps, maintenance and new features as your business grows.
Ready to put AI to work? Let's build your first agent.
Book a free AI discovery session. We will map your highest-value use cases and share a proof-of-concept plan, timeline and estimate - usually within 48 hours.