RAG & Knowledge Systems
Retrieval-augmented generation finds relevant content from your information and gives it to the model when answering. It improves access to relevant information; it does not guarantee every answer is correct.
Problems we solve
- Knowledge locked in documents
- Staff cannot find policies quickly
- Generic models do not know your products
How we approach it
The work, in the order it happens.
Source data and ingestion
Collect, extract, clean, and chunk documents.
Embeddings and vector search
Index content with metadata filtering.
Retrieval and response
Retrieve, assemble context, generate answers with source attribution.
Permission-aware retrieval
Respect who may see what.
Evaluation and updates
Measure retrieval and answer accuracy; keep knowledge current.
From documents to answers
Sample documents and local keyword matching. No model is called.
- 1 Source documents
- 2 Chunking + metadata
- 3 Search + retrieval
- 4 Context assembly
- 5 Answer + sources
- 6 Human check where needed
Sample knowledge base (fictional)
- Returns Policy (sample)
Items can be returned within 30 days of delivery in original condition. Refunds are issued to the original payment method within 7 business days.
- Shipping Guide (sample)
Standard shipping takes 3 to 5 business days. Express shipping takes 1 to 2 business days. International orders may take longer.
- Warranty Terms (sample)
Electronics carry a 12-month limited warranty covering manufacturing defects. Accidental damage is not covered.
What you receive
Deliverables
- ✓Ingestion pipeline
- ✓Search/answer interface or API
- ✓Evaluation set and accuracy results
- ✓Update procedure
With your existing software
Sources can include drives, wikis, ticketing systems, and databases. Integrations are designed against your existing tools where technically feasible and where API access and permissions are available. They are scoped per project, not assumed to exist as prebuilt connectors.
Testing and deployment
Retrieval quality and answer accuracy are evaluated on a question set before launch.
Ongoing support
Knowledge-base updates and re-evaluation after content changes.
Delivery process
The same eight phases on every project; the detail changes by service.
- 01
Discover
Understand the business, processes, current technology, and desired outcomes.
- 02
Assess
Evaluate feasibility, risks, constraints, data availability, integrations, and approaches.
- 03
Design
Define the architecture, workflow, components, permissions, and implementation plan.
- 04
Build
Implement the agreed solution using suitable technologies.
- 05
Integrate
Connect the solution to existing systems where technically feasible.
- 06
Validate
Test functionality, integration behavior, failure scenarios, and agreed performance criteria.
- 07
Deploy
Deploy to the agreed environment: client-managed, cloud, or another supported arrangement.
- 08
Support
Provide the agreed maintenance, troubleshooting, monitoring, and improvements.
Questions
Yes, source attribution is a standard design goal.
Scope is determined after discovery. Request a tailored proposal. More FAQs
Related capabilities
Have a business problem worth solving?
Explain your requirements and we will discuss a suitable approach.