Product Bobyard Pushed Its AI Past the Takeoff Into the Submittal — the Document That Arrives After the Bid Is Won On 29 October the San Francisco company said a bid can now run from drawings to priced estimate, branded proposal and submittal package inside one product. The release puts the takeoff saving at an average of 65% and bids per estimator at three to five times. The submittal feature itself shipped four weeks earlier. Hugo Pegley · Oct 30, 2026
Analysis Two AI Takeoff Benchmarks Landed Eleven Weeks Apart. They Don't Agree on How Good the Models Are. Togal.AI has published Construction's Last Exam, 33 quantity-takeoff tasks on real drawings, with a public per-model scoreboard. The top general-purpose model on it scores 34.0; two score under 2. A rival takeoff benchmark from Handoff, published in July, puts frontier models in the 40s and 50s — and the disagreement is more informative than either number. Hugo Pegley · Oct 19, 2026
Analysis AI Estimating Is Claiming 99% Accuracy. Here's What Contractors Actually Find The pitch is compelling: AI tools that complete takeoffs in hours, not days, with near-perfect accuracy on quantity counts. The reality is more complicated — and more interesting. A look at where AI estimating genuinely works, where it falls short, and what it means for the estimating profession. Hugo Pegley · Jun 12, 2026
