Fresco vs BildAI for Division 8 takeoffs

Do not start a Fresco vs BildAI evaluation with the feature grid. Start with the login. If your estimator cannot get into the product, upload a set, inspect the evidence, edit the schedule, and export the result, you are not comparing two pieces of software in the same category.

That sounds like procurement detail, but it changes the whole bid day. A Division 8 estimator needs to see the schedule, source sheets, hardware sets, exceptions, and exports while the job is still moving. Fresco is a software workflow for Division 8 takeoff software. A vendor that will not provide platform access should be evaluated as an estimating service until they prove otherwise.

The access test

Ask both companies for access to the same messy project. Not a polished demo set. Not a sample estimate. A real project your estimator already knows, with the usual nonsense: doors missing from the schedule, duplicate plan tags, hardware sets that changed in the spec, and at least one addendum that made the old schedule unreliable.

If the answer is “send us the drawings and we will get back to you,” write that down. A 24-hour-plus turnaround may still produce a usable number, but it is not the same thing as a live estimating platform. It means revisions, addenda, and estimator questions have to pass through somebody else before the bid can move.

What you should see inside Fresco

Fresco is built for doors, frames, and hardware. The useful part is not that it produces a spreadsheet. The useful part is that the spreadsheet is tied back to the evidence: schedule rows, plan locations, hardware sets, frame context, and the places where those sources disagree.

That is the Division 8 job. You are not just counting symbols. You are deciding whether the door schedule is telling the truth. Fresco is strongest when the set is messy enough that the estimator wants a conflict list before pushing data toward Comsense or eMullion.

• Ask Fresco to show the source sheet behind a suspicious opening.
• Ask it to explain a missing scheduled door and a plan-only door.
• Ask it to export the reviewed schedule, then check how much cleanup is still required.

The BildAI question

The BildAI diligence question is simple: can your estimator actually use the platform, or are you buying an outsourced estimate with AI language around it? If there is no login, no editable review surface, and no way to inspect how the calls were made, treat the offer as a service workflow.

That may be fine for some shops. There are teams that want to hand off the work and receive a finished number. But it is a different risk profile. You need to know who resolved the conflicts, what evidence they used, how revisions are handled, and whether the turnaround still works when the GC sends a revised schedule the morning bids are due.

• Ask for a live login, not only a returned sample estimate.
• Ask whether production turnaround is under 24 hours on your actual project.
• Ask who performs manual review and how those decisions are recorded.
• Ask what happens when you need a revision two hours before bid close.

How to run the comparison without fooling yourself

Use the same plan set. Better yet, use one where your team already knows the answer. Pick a set with a real door schedule problem: a door shown on the plan but absent from the schedule, a scheduled opening nobody can find, a match-line duplicate, and a hardware set that does not line up cleanly with the spec.

Then score the workflow in the order the estimator actually works. Can they get in? Can they see source evidence? Can they correct the takeoff? Can they rerun or revise it? Can they export without rebuilding half the schedule by hand? The finished estimate is only one artifact. The path to that estimate is what tells you whether the tool will survive bid day.

This is where service-style workflows can look better than they feel in production. A clean PDF or spreadsheet can hide the painful part: your estimator still does not know how a questionable opening was handled, and they may have to wait for someone else to change it.

Where Fresco earns its keep

Fresco should have the edge when the buyer cares about direct control: schedules against plans, hardware sets against specs, missing doors, duplicate openings, estimator review, and export control. If the current pain is that the documents lie and your team needs a defensible takeoff before pricing, that is the middle of the Fresco workflow.

The estimator still reviews the work. That is the point. Fresco is easiest to judge when you ask it to show the review surface: the flagged openings, the source pages, and the calls still sitting with the estimator. It is a better fit for teams that want AI door schedule takeoff without giving up the judgment seat.

When a service workflow is enough

BildAI may still be worth testing if your team knowingly wants a service-like estimating workflow. Some buyers do not want another platform. They want to send drawings out and get a number back. That is a legitimate preference, but it should be priced and evaluated as a service dependency.

The important thing is to separate output from access. If the output looks good but your estimator cannot inspect or change the work, the workflow will feel very different once addenda start landing.

Buyer checklist for Fresco vs BildAI demos

• Use a real bid set your estimator already knows.
• Ask for a live login before you discuss accuracy claims.
• Make the vendor handle one missing door, one duplicate, and one hardware set conflict.
• Ask to see the source evidence behind five random openings.
• Ask how edits, overrides, and qualifications are stored.
• Ask whether production turnaround is under 24 hours when the project is not a demo.
• Have the estimator who signs bids score confidence, not just speed.

Do not buy AI takeoff from a slide deck. Get access, use your own project, and make the vendor show how the estimator changes the takeoff when the drawings are wrong.

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