Construction AI Benchmark: Q4 2025 Performance Data

briq Research · Platform Analytics · Jan 2026

Quarterly performance metrics from Otto deployments — processing volumes, accuracy rates, and efficiency gains across all workstreams.

This quarterly benchmark report provides aggregate performance data from Otto deployments across construction companies ranging from $50M to $15B in revenue.

Invoice processing: Otto processed 2.4M invoices in Q4 2025 with a 97.3% first-pass accuracy rate. Average processing time per invoice: 8.4 seconds (down from 12.1 seconds in Q3). Duplicate detection caught $14.2M in potential duplicate payments across all deployments.

Drawing indexing: 847,000 drawing sheets processed with a 94.8% accuracy rate on title block extraction and 91.2% accuracy on cross-sheet reference identification. Average processing time: 4.2 seconds per sheet.

Certified payroll: 1.1M payroll records generated across 340 projects. Compliance accuracy: 99.7%. Average time from data submission to certified payroll report: 23 minutes (vs. industry average of 4–6 hours for manual processing).

Pre-construction: 12,400 bid packages analyzed. Average analysis time: 73 seconds for packages under 200 pages, 4.2 minutes for packages over 500 pages. Pursuit scoring accuracy (measured against actual win/loss outcomes): 76%.

These benchmarks represent production data, not test results. They reflect the real-world performance that construction teams experience daily.