2026-05-13
Operations
BOM pricing
A real bid-cycle quote came in as a marked-up PDF takeoff at 11:42 AM on a Tuesday. We sent priced lines back at 11:50 AM. The math, the failure modes, and what the AI got wrong on three lines we caught at review.
2026-05-08
Procurement
Multi-vendor
A regional restaurant group we worked with was spending 22 hours per location per month managing four distributors. The actual cost was not the labor. It was the missed scale discounts and the inventory drift caused by ordering across uncoordinated cycles.
2026-05-04
Estimating
AI
McCormick, ConEst, AccuBid, Procore Estimating: where each one wins. Where a human estimator is still required. And where AI parsing of PDF takeoffs has actually started to replace the inside-sales rep, not the estimator.
2026-04-29
Operations
Credit
The 14-day onboarding window is not laziness. It is the bank verification chain, the trade reference chain, and the credit-bureau check chain running in series instead of in parallel. Here is how we got it to 3 days for one customer last month.
2026-04-21
Multifamily
Distribution
The five-vendor distribution model is structurally broken for any property manager running more than 50 doors. We walk through the actual mechanism of where the cost shows up, with numbers from three portfolios we have looked at.
2026-04-14
Federal
WOSB
What WOSB actually unlocks, what it costs in time, the documentation you need before you start, and what the certification does NOT do. Written from the inside of our own filing.