Technical Example: Proposal Automation with Approval

Short answer

This technical example shows an incoming B2B request being turned into a proposal draft ready for team approval. Draft generation is separated from commitment: price comes only from an approved source, missing or contradictory information goes to human review and sending stays under team approval. It is a design example, not a client case.

Example workflow

This example turns an incoming B2B request into a proposal draft ready for review. Request details, a service catalogue and an approved price source support the draft; staff handle final approval and sending.

Data flow

Receive request → extract customer and need fields → match CRM record → query approved service and price sources → check missing fields → present draft for review. Do not estimate an amount when no pricing source is available.

Failure handling

Match duplicate messages using a business key. Queue work during CRM outages. Send conflicting or incomplete requirements to review. Keep step results and approval records traceable.

The limits of this example

The example is not the result of a real client project and contains no figures for gains. Whether the flow works in your business can only be measured with your own pilot data. You can use the example as a starting point for designing a pilot with your own service catalogue and price source.

Evaluation

Test ordinary requests, missing information, unknown services, old prices and duplicates. Measure correction and approval effort alongside drafting time. Real benefits require the company’s own pilot data.

Frequently asked questions

Two questions we are often asked on this topic.

Is this flow a ready-made product?

No. It is a technical design example showing our method; scope, sources and integrations are defined to fit your business.

What is needed to start from this example?

An approved service catalogue, a current price source, permitted examples of past proposals and a CRM connection. See How to use AI in B2B proposal preparation for details.