Speeding up industrial quotes

Industrial manufacturer

Decision studied

Shorten quote lead times without sacrificing margin.

Quotes took 14 days to prepare. Management wanted to win more orders and was considering adding a sales position.

Approach

  1. 01

    Frame

    The question was how to bring the lead time down to seven days, with a maximum investment of $44,000 CAD. The general manager was to decide after a six-week test.

  2. 02

    Investigate

    The review of 120 quotes and eight interviews revealed repeated gaps in expectations between sales and production. Quantities and constraints were often clarified only after the first estimate.

  3. 03

    Explain

    Two explanations were examined: a lack of staff and incomplete requests. The time records pointed mainly to the second: much of the delay came from back-and-forth exchanges between departments.

  4. 04

    Build

    We compared hiring, a price reduction and a shared process for qualifying requests. Each option was measured against current operations, with its costs and expected effects.

  5. 05

    Test

    The test split 40 comparable requests between the two processes. The thresholds set before the test were a median lead time of seven days and at most one major omission. The new process reached six days, compared with thirteen, with one omission corrected before sending.

  6. 06

    Decide

    Management adopted the shared process and postponed hiring. Rollout was conditional on human review of costs and commitments in every quote.

  7. 07

    Steer

    At 90 days, the median lead time was still seven days. Seven additional orders had been signed; this volume, measured over a short period, is not yet enough to validate the annual forecast.

Test results

Before the engagement14 daysCurrent process (test)13 daysNew process (test)6 daysThreshold set: 7 days
Median time to prepare a submission, in days. Threshold set before the pilot: 7 days. Result based on 40 comparable requests, split between the two processes.

What AI contributed

AI extracted the requirements from the requests, matched them against past quotes and flagged missing information. I checked the omissions, the costs and the diagnosis with the managers concerned.

Business model (projection)

The projection assumes 40 additional orders a year, each contributing $2,500 after variable costs. The $12,000 in recurring costs covers the tools and the controls.

Annual projection for this case
Initial investment$44,000 CAD
Annual gains$100,000 CAD
Costs to subtract$12,000 CAD
Net annual gain$88,000 CAD
Simple payback6 months (at steady state)
Prudent scenario$38,000 CAD net, payback in 13.9 months

Annual projection built from the results of the engagement. It is not a guarantee of performance.

A comparable challenge?

Describe the decision to make and the data available. I will suggest an approach to prepare it and the evidence to gather before deciding.

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