More grounded answers from business knowledge.

01 / THE CHALLENGE

The work that needed to change.

A single response step can lose conversation context or produce answers without enough supporting information. The system needed a clearer separation between retrieval, reasoning and review.

02 / THE SOLUTION

Connecting the right steps.

Modular workflows retrieve relevant evidence and preserve session context. A proposer prepares an answer, a critic reviews it, and a synthesiser assembles the final response with output checks.

• Retrieval-augmented generation
• Session memory and file context
• Separate proposer, critic and synthesiser workflows
• Context filtering and output validation

03 / THE WORKFLOW

How the system works.

1. 01Receive a question
2. 02Check the input
3. 03Retrieve & rank context
4. 04Propose an answer
5. 05Review & refine
6. 06Validate the response

04 / THE OUTCOMES

What the workflow made possible.

• Made conversation context persistent across requests.
• Separated responsibilities into maintainable components.
• Added evidence retrieval and response review to the answer process.

05 / TECHNOLOGY

Tools behind the workflow.