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The math on AI

What could AI actually save your company?

No vendor hand-waving. Three modeled scenarios for a typical contractor with every assumption shown, and a calculator to run your own numbers. Grounded in hands-on experience putting AI to work inside real construction and industrial operations.

Models, not promises

These are illustrative models, not client results. Every assumption is visible, and you can change all of them in the calculator below.

Honest reduction bands

We model 25% where AI assists a workflow and 40% where the workflow is rebuilt around it — the bands we trust from doing this work, not a vendor deck.

Order of magnitude, not false precision

Every operation is different. The point is to see roughly how big the number is; a free consult is where it gets specific to you.

Three scenarios

Where the hours actually hide

A modest example team: one estimator's bid workload, a busy office, two field supervisors. Swap in your own numbers below.

Estimating & proposals

Contractors where an estimator, or the owner, carries takeoff prep, spec review, and proposal writing.

Where the time goes

Reading specs and scope documents, chasing addenda, assembling proposals, and rewriting the same boilerplate for every bid.

What AI changes

First-pass spec and scope review in minutes instead of hours, proposal drafts built from your own past bids, and cleaner handoffs from estimating to operations.

The math

  • 10 hrs/week × 46 weeks = 460 hrs/year
  • 25–40% reduction = 115 to 184 hrs recovered
  • × $60/hr loaded cost (wage + burden) = $6,900 to $11,000 per year

The bigger win is capacity: the same estimator gets through more bids. One extra win a year usually dwarfs the payroll math.

Office admin & paperwork

Office managers, coordinators, and PMs buried in documents and email.

Where the time goes

Meeting minutes, submittals and transmittals, PO descriptions, follow-up emails, and formatting reports nobody enjoys writing.

What AI changes

Meetings turn into action lists automatically, standard documents draft themselves from your templates, and email catch-up shrinks dramatically.

The math

  • 12 hrs/week × 46 weeks = 552 hrs/year
  • 25–40% reduction = 138 to 221 hrs recovered
  • × $60/hr loaded cost = $8,300 to $13,200 per year

This is usually the easiest place to start: low risk, no client-facing exposure, and it is where teams tend to see time savings first.

Field reporting & safety paperwork

Supervisors and foremen who end every day with a stack of paperwork.

Where the time goes

Daily logs, timesheets, photos that never get filed, toolbox talk prep, and incident or inspection write-ups.

What AI changes

Talk instead of type: voice notes become structured daily reports, photos get organized against the job, and safety documents start from a solid draft instead of a blank page.

The math

  • 8 hrs/week × 46 weeks = 368 hrs/year
  • 25–40% reduction = 92 to 147 hrs recovered
  • × $75/hr loaded cost = $6,900 to $11,000 per year

Better documentation is its own return: cleaner records win disputes, pass audits, and keep you defensible when it matters.

Add it up: for this modest example team, that is $22,100 to $35,200 a year in recovered time — the same numbers the calculator below shows for these defaults — before counting a single extra bid won with the freed-up capacity.

Your numbers

Run your own numbers

Change any assumption. The math updates instantly, and nothing is saved or sent anywhere: no email gate, no tracking, just arithmetic.

Team hours per week on takeoff prep, spec review, proposal writing

Hours per week on minutes, submittals, POs, follow-ups, reports

Supervisor hours per week on daily logs, photos, safety paperwork

Wage plus burden: payroll costs, benefits, overhead share

Wage plus burden for the supervisors doing the reporting

Your modeled result

$22,100 to $35,200per year

That is 345 to 552 staff hours recovered annually, valued at your loaded rates. The lower number assumes AI assists these workflows (25% reduction); the higher assumes they are rebuilt around it (40%).

WorkflowHours today / yrRecoveredValue / yr
Estimating & proposals460115184 hrs$6,900$11,000
Office admin & paperwork552138221 hrs$8,300$13,200
Field reporting & safety docs36892147 hrs$6,900$11,000

Assumes 46 working weeks per year. Figures are rounded and illustrative, not a guarantee. Nothing you enter here is saved or sent anywhere.

The honest part

AI does not cut a cheque. Hours do.

AI hands you back time; what you do with it is where the profit is. Teams that turn recovered hours into more bids, faster turnaround, and better documentation see the return. Teams that buy licenses and change nothing do not — which is why adoption, not tooling, is where we spend most of our effort.

That is also why we start small: one workflow, one pilot, measured honestly. If the hours are not there, we tell you and stop. If they are, you scale with proof in hand.

Want these numbers grounded in your operation?

A free 30-minute consult identifies your highest-value workflow and what it would honestly take to capture the savings — even if the answer is not us.

Figures on this page are illustrative models based on the assumptions shown, informed by hands-on experience deploying AI inside real construction and industrial operations. They are not a guarantee of results for any specific business.