Access follows the source
A search result or generated answer should not reveal information the user cannot access. Permissions need to be considered across ingestion, retrieval and the displayed source.
AI Knowledge & Search Systems
Find the answer. Keep its source in view.
AI knowledge and search systems that help teams navigate approved documents and business information. We plan source ingestion, permissions, retrieval and evaluation so the system supports useful, traceable answers.
From document to grounded answer
- 01
Organise
Review the sources, owners and access boundaries.
- 02
Retrieve
Find relevant material the user may access.
- 03
Explain
Answer with context and a route to the source.
An example journey, shaped around your requirements.
Start with the real need
Better answers begin with better source management.
A folder of documents does not automatically become a reliable knowledge system. Duplicates, obsolete policies and conflicting versions need an owner and a maintenance plan before an assistant can use them confidently.
Freshness is an operating responsibility
Define who approves documents, how changes are indexed and what happens when a source is removed. Source dates and citations help users verify an answer rather than accept it blindly.
The answer is more useful when the user can verify the information behind it.
Scope shaped around your business
What the work can include.
The final deliverables depend on the brief. These are the areas we review together before the build starts.
01
Source and task discovery
Identify the questions, document types and permitted systems.
A scoped knowledge domain.
02
Content preparation
Review document quality, duplicates and version ownership.
A source-maintenance plan.
03
Ingestion and indexing
Process the agreed sources into a searchable structure.
Refresh and removal behaviour.
04
Access-aware retrieval
Apply approved user and document boundaries to retrieval.
Permission checks across the journey.
05
Answer and source interface
Present useful results with context, citations and uncertainty states.
A traceable answer experience.
06
Evaluation and monitoring
Test real questions and review incorrect or unsupported answers.
Ongoing quality ownership.
Before we begin
Decisions that shape the result.
A useful conversation resolves the requirements, responsibilities and trade-offs before they become surprises.
Which sources are authoritative?
Conflicting documents need a priority rule or human resolution.
Discuss before build: Identify the owner and status of each source.
Who may ask which questions?
Different teams may have different information access.
Discuss before build: Define user roles before indexing sensitive content.
How will the knowledge stay current?
Outdated sources can produce outdated answers even in a new interface.
Discuss before build: Agree review, refresh and removal procedures.
From brief to working release
A clear path through the work.
The scope and milestones are agreed around the project. Each stage has something concrete to review.
- 01
Discover
Understand the audience, objective, content and current systems.
A shared brief. - 02
Design
Review the information, interface and important journeys.
A concrete design to assess. - 03
Build & verify
Implement the agreed scope and check the complete journeys.
A release with acceptance evidence. - 04
Launch & improve
Plan the switch, handover and ongoing responsibilities.
Ownership after launch.
Good questions
A clearer starting point.
Answers to the practical questions that often come before a project brief.
What is retrieval-augmented generation?
It is an approach that retrieves relevant source material and uses it to help generate an answer. The source selection, permissions and evaluation still need careful design.
Can it search PDFs and internal documents?
Supported document types and approved systems can be included. Extraction quality and access rules are reviewed before choosing the ingestion approach.
Will every answer include a source?
Source presentation can be part of the agreed interface. We also define behaviour when useful supporting material is unavailable.
Can different teams have different access?
Yes, the system can be designed around approved role or document access boundaries. Those checks must apply to retrieval and answers, not only the login page.
How is quality tested?
Use representative questions with expected source material, including ambiguous and unsupported requests. Review retrieval and answer quality separately.
Have an idea worth building?
Let’s turn it into something your customers can actually use — and your business can grow with.