Document ingestion
Prepare supported sources, structure content, and track changes.
AI development
Your knowledge.
Within everyone’s reach.
Help teams find relevant answers in company documents, with source references and access-aware retrieval.
A useful starting point
Understand the work.
Then shape the solution.
Documents are often scattered across systems, updated at different times, and visible to different teams. A useful knowledge assistant needs more than a search box and a language model.
A useful first discussion covers the source inventory and access model, the people involved, and the constraints that will shape delivery.
What we can help with
RAG and knowledge assistants,
with the details considered.
Retrieval and source references
Find relevant material and connect responses to the underlying sources.
Access-aware experiences
Respect the information each user is permitted to see.
Answer quality assessment
Test retrieval relevance, answer support, and uncertainty handling.
From understanding to delivery
A clear plan.
A tangible result.
For RAG and knowledge assistants, the scope connects the following outputs to the workflow and acceptance criteria agreed for your project.
- Source inventory and access model
- Ingestion and retrieval pipeline
- Assistant interface and source-reference experience
- Evaluation, update routines, and handoff
Bring the idea into focus
A possible application.
Illustrative use case
A support team needs to find the current onboarding policy. A knowledge assistant can surface the relevant steps and link back to the approved guide.
This describes a possible solution, not a completed client project.
The questions behind a good build
Important decisions,
made together.
Identify the source of truth, document ownership, refresh schedules, permissions, and what the assistant should say when the evidence is insufficient.
Questions about
RAG and knowledge assistants.
What does RAG mean?
Retrieval-augmented generation retrieves relevant material before preparing an answer. It can help connect a response to your approved knowledge, but retrieval and answers still need evaluation.
Can different teams see different documents?
Yes, the design can use the information each user is permitted to access. Permissions must be enforced in retrieval and source access, not just hidden in the interface.
How are answers kept current?
Agree source ownership, update detection and refresh routines. Changed or withdrawn documents need a defined path through the indexing process.
What if the information is missing?
The assistant should explain that it lacks supporting evidence and offer a useful next step. Include missing and contradictory information in the evaluation set.
A conversation is a good place to start
Let’s make your next move a good one.
Tell us what you’re building, what needs to change, or where you’re getting stuck.