Hardware takeoff is a relationship problem
A hardware set is not useful by itself. It matters because it belongs to a specific opening with a size, rating, frame, function, handing, and use case. If the set is copied wrong or contradicted by the spec, the error can survive until pricing or submittals.
Fresco treats hardware as part of the opening record. That gives the estimator a better review surface than a disconnected list of components.
Common hardware takeoff misses
- Hardware set numbers that differ between the door schedule and hardware spec.
- Electrified hardware that is easy to under-carry during a fast bid.
- Pairs, rated openings, and special conditions that need a closer review.
- Door schedule rows that look complete but no longer match the plan.
Why AI helps only if review stays visible
The value of AI in hardware takeoff is not pretending there are no judgment calls. It is finding the judgment calls faster. Fresco surfaces the conflicts and lets the estimator decide what to carry, qualify, or ask about.
Frequently asked questions
Can AI identify every hardware decision automatically?
No tool should be treated that way. The useful workflow is AI extraction plus estimator review, especially for high-dollar or contradictory openings.
What hardware items should estimators spot-check first?
Start with exit devices, electrified hardware, rated openings, unusual functions, pairs, and anything the software flags as inconsistent across documents.
Does Fresco export hardware takeoff data?
Fresco supports downstream estimating workflows so reviewed takeoff data can move out of the takeoff step without manual re-entry.