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. Here is what happened, step by step, including the three lines the AI got wrong that we caught at review.
An NJ-based commercial electrical contractor sent a BOM for a tenant fit-out project. 213 lines spanning wire, conduit, devices, fixtures, and cable management. Format: a single PDF, generated from their estimator's takeoff software (McCormick, based on the page layout), with handwritten markups in three places where the engineer had updated the spec after the original takeoff was produced.
The bid was due at 5 PM the same day. Their normal workflow would have been to email the BOM to three distributors and wait for quotes back over the next 24-48 hours. They sent it to us at 11:42 AM as a test.
This is the more useful part. Three lines came back priced where the AI had made an interpretation we caught at review. We did not publish the bad lines to the customer. But here is what they were:
The AI matched against the catalog and returned pricing for Carlon E977J as a 1-gang switch box. The actual part number "E977J-CTN" is a carton quantity SKU, which is 100 boxes per carton. So the customer was actually asking for 200 boxes, not 2. Caught at review because the unit price seemed too low for what the description implied. The line was re-priced with the correct quantity before send.
The AI returned a Hubbell HBL5262 (spec-grade duplex receptacle) in ivory. Fine match on first read. But the rest of the BOM was specifying "decora style" receptacles. A spec-grade decora receptacle from Hubbell is HBL2152IA, not HBL5262. The AI parsed the description literally without cross-checking against pattern usage in the rest of the BOM. We caught it because we manually skim every BOM to verify the style consistency. Re-priced before send.
The AI returned pricing for Eaton BR240 as a 40A breaker. The BR240 part number is correct. But the panel schedule earlier in the BOM showed BR-series breakers in a CH-series panel. BR breakers do not fit CH panels. The customer either had a typo or had a non-standard adapter situation. We flagged the line and asked the customer rather than substituting silently.
If we had just sent the AI-generated quote straight to the customer at 11:48, we would have shipped three meaningful errors. The 2 minutes of human review at the end is non-optional. AI parses fast. Humans catch the things that require reading the BOM in context.
The AI portion of this took about 3.5 minutes (parse + source). The human review took 2.5 minutes. The send took under a minute. The marketing claim "BOM priced in 8 minutes" includes the review. We do not advertise the AI-only time because customers do not want AI-only quotes. They want correct quotes.
The single biggest reason this customer sent the BOM to us instead of the distributor portal: the engineer's handwritten markups on the PDF. Distributor portals require you to retype every line. Our parser handled the takeoff text and flagged the markups for human resolution. That alone was worth the test for this contractor.
The customer got back one quote, on one piece of paper, with one set of payment terms. Under the hood, the 210 priced lines came from 4 different supplier networks. The customer does not know or care. That is the right answer.
The customer won the bid. They placed the order with us at the quoted prices on the following Tuesday after the GC awarded. Delivery to job site went smoothly. They sent us their next BOM, a smaller one, the following week. We are now in their normal vendor rotation alongside their two existing distributors.
That last part is the actual outcome we care about. Speed of a one-shot quote is a demo. Recurring vendor rotation is a customer.
Send a real BOM. PDF, Excel, photo, scan, whatever you have. We will price it. There is no commitment, no login, no sales follow-up. The point is for you to see the same timeline this customer saw and decide for yourself whether it is useful.
