Mechanical / HVAC · Industrial
Standardized AI takeoff across the multi-office estimating team and reduced estimate variance.
A regional mechanical contractor running a multi-office estimating team had unmanageable variance in how individual estimators built takeoffs — the same project would get a notable spread depending on who picked it up. Standardizing on OmniTakeoff plus the org's symbol library compressed the variance meaningfully over the first months of adoption.
Industry
Industrial
Region
Midwest US
Annual revenue
Mid-market
Headline numbers
- Inter-estimator variance
- Meaningful reduction
- Estimator certification
- Cohort certified
- Bid throughput
- Meaningful improvement
Specifics shared under NDA
All estimators in scope completed certification
Same headcount, more bids
Challenge
What they were solving for
A multi-office estimating team was producing notable inter-estimator variance on same projects, and new hires were taking many months to calibrate to internal conventions.
Solution
How OmniTakeoff worked
Standardized takeoff workflow on OmniTakeoff. Org-wide symbol library seeded from historical projects. Bid review committee uses the platform's defect-rate dashboard to identify training opportunities.
Outcome
What changed
Inter-estimator variance dropped meaningfully over the first months. New senior hires reach productive output materially faster than the prior baseline. Specific variance percentages and ramp times are shared under NDA on reference calls.
Before, hiring a senior estimator from a competitor meant months of recalibrating to our process. Now they're productive much faster because the platform enforces our process for them.
Your numbers next
Apply to pilot.
Four-week pilots on real bids. We commit to specific outcome targets up front.