Modeling Engineering Time Reclaimed

The problem this solves

You finish a strong evaluation. The engineering team loves the result, and the champion says it will save them “a lot of time.” Then the CFO reads the business case and writes one word next to the savings line: soft. Engineering time reclaimed that nobody can bank is not a financial argument, and the deal slows down while finance waits for a number it can defend.

The gap is not in the product. It is in the model. Most Sales Engineers state time saved as a headline, such as “ten hours a week,” and leave finance to guess what that is worth. A CFO who challenges every productivity assumption will always discount a number that arrives without a method.

Start with the toil, not the tool

Begin from the recurring work your solution removes, and name it in the customer’s own words: patching windows, manual certificate renewals, hand-built reports, ticket triage. For each task, collect four inputs from the people who actually do it: how often it happens, how long it takes, how many people are involved, and what they would do with the freed hours.

That last input matters most. Reclaimed hours only become value when they are redirected to work the business already wants done, such as a delayed roadmap item, or when they avoid a hire the budget already planned. Ask the engineering manager which backlog item would move first. That answer turns an abstract saving into a named outcome.

Use fully burdened cost and show the arithmetic

Salary alone understates the figure and invites an argument. Ask finance, or the champion, for the fully burdened rate: salary plus benefits, tooling, management overhead and facilities. If they will not share it, use a range and label it as an assumption the customer can overwrite.

• Frequency per month multiplied by hours per occurrence gives monthly effort.
• Monthly effort multiplied by people involved gives total hours.
• Total hours multiplied by the burdened hourly rate gives the cost of the toil.
• Only the share your solution actually removes counts, so subtract the effort that remains.

Put each line on the page, with the source of every input beside it. A model that a finance analyst can audit in two minutes is worth more than a larger number they cannot trace.

Separate three kinds of value

Not all reclaimed time is equal, and a credible model says so. Cash savings are real money that leaves the budget, such as avoided contractor spend. Capacity gains are hours that return to the team and fund planned work. Risk reduction is time not lost to incidents caused by manual steps. Show them in separate columns and let the CFO decide how much of the capacity column to credit. Offering that choice is what earns trust.

What this means for the SE

Before you hand over a model, run it past the person who does the work. If they say “that is about right, maybe a little low,” you have a number the economic buyer can defend. If they laugh, the assumptions are inflated, and you should fix them before finance does.

Decision and check

Do not present a time-saving claim until it passes this check: every input has a named source, the burdened rate is stated, the retained effort is subtracted, and the champion has confirmed in writing where the freed hours will go. If any of the four is missing, label the figure as an estimate and finish the missing input first. Then your engineering time reclaimed figure is a number finance can approve rather than discount.

This is part of the 80% of Solution Engineering that stays constant whatever the product. The SE Ignite curriculum teaches these mechanics for free, so you can practice them before your next business case.