AGENTIC INITIAL STUDIO

RAG & knowledge workflows

Help people find relevant information and inspect the sources behind an AI-assisted answer.

Who this helps

Start with a recognisable problem.

For teams with a defined document collection, repeated information requests and a need for traceable answers.

Deliverables

Know what you will receive.

01

A document intake, chunking and retrieval design

02

A scoped search or question-answering interface with source references

03

Retrieval tests, answer-quality checks and update instructions

Working process

From one task to a usable result.

  1. 01

    Prepare the corpus

    Agree document types, ownership, access boundaries and update frequency.

  2. 02

    Build retrieval

    Test indexing and retrieval against representative information needs.

  3. 03

    Ground the answer

    Connect answers to retrieved passages and handle insufficient evidence.

  4. 04

    Evaluate & maintain

    Review citations, document permissions and the refresh procedure.

Before starting

What we need from you

  • A permitted document sample and representative user questions
  • Who may see which documents and outputs
  • Hosting, retention and model-provider constraints
Acceptance

How the result is checked

  • Test whether relevant passages appear in retrieved results
  • Check that references support the answer rather than only looking relevant
  • Exercise missing evidence, stale documents and unauthorised access cases
Practical questions

Before defining the scope.

Can the model read every company document?

The document collection and access rules are explicitly scoped. Indexing and retrieval must respect the permissions agreed for the application.

How are changed documents handled?

The design includes an agreed refresh process and checks for removed or outdated material. The appropriate frequency depends on your content.

Give your project a clear starting point.

Explore the engagement process or prepare your project brief.

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