All cases

For a company · name withheld · 2025, 14 hafta

An energy company

A proposal workflow that got permanently shorter, and visibility into why a proposal won.

AI Opportunity Discovery & StrategyCustom AI Products

The situation

A proposal pulled data from four systems and its final form was assembled by hand every time. As irritating as the duration was the fact that nobody could explain why two proposals came out different.

The work

We started with a controlled pilot: one region, one proposal type, a written rollback plan. The product records which inputs produced each proposal — and that, rather than speed, was the first gain.

Results

%40

shorter preparation time

Average of 20 proposals before and 20 after the pilot, from the client's own records (example measurement).

4 → 1

systems merged by hand

Manual hand-offs counted on the workflow map, before and after the pilot (example measurement).

WHERE THE LINE WAS

What was ours, and what was the client's?

We mapped the workflow and built the product; data ownership, approval steps, and the go-live decision stayed with the client. We did not touch the pricing logic.