Within 12 months, Construction firms deploying this system typically target meaningfully tighter bid accuracy - cost estimate variance narrowing from 5-8% to 2-3% - meaningful reductions in RFI and submittal cycle times (moving from 8-10 days to 3-5 days), and 20-30% reductions in safety incident response time, keeping OSHA documentation current and defensible when carriers review your record. The planning math for a mid-sized GC with $150M annual volume: 6-8 hours a week recovered in each of estimating, project management, and accounting - recovering roughly what half of a new hire across those three roles would cost you in payroll, without adding the headcount - plus a stated assumption of $40K - $60K a year in manual document processing errors and bid misses avoided.
ROI compounds as the system learns. In months 1-3, you see labor savings and faster RFI cycles. By month 6, improved bid accuracy begins flowing into new projects, and your safety incident documentation is audit-ready, reducing insurance claim friction. By month 12, the working target is 98%+ extraction accuracy on your firm's standard documents, with human review needed only on exceptions, and your team has reallocated time from document hunting to value-added work: refining estimates, managing risk, and improving job site coordination. The payback benchmark we scope against is 8-10 months, through bid accuracy gains and labor savings alone.