The Fresco Blog
Notes on Division 8 estimating
Doors, frames, and hardware — how the takeoff actually gets done, and how AI is changing it.
Field Guide
The Division 8 Estimator’s Guide
Thirteen chapters on doors, frames, and hardware — reading the documents, building the takeoff, and protecting the margin. Built from published specs and working estimators.
Match Lines, Duplicate Tags, and Double-Counted Doors: Where Division 8 Takeoffs Drift
The counts that hurt on bid day don’t come from miscounting — they come from the documents. Match line double counting, duplicate tags, and repeated schedule pages put doors in twice or drop them entirely. Here are the five drift points and how to catch each one.
How to Extract a Door Hardware Schedule from an 087100 Spec into Excel
A hardware schedule in an 087100 spec isn’t a table — it’s text formatted to look like one, and the structure died in the Word-to-PDF export. Here’s why every tool fails, the least-worst workflow, and what to verify before pricing.
SFH Export Workflow: What to Clean Before Import
The SFH export is not where the job usually breaks. The break happens earlier, when door material, frame material, hardware sets, or opening details are still too loose to import cleanly.
Fresco vs BildAI: Platform Access or Outsourced Estimate?
The first question is not accuracy. It is access. Can your estimator log in and work the takeoff, or are you waiting for somebody else to send an estimate back?
Fresco vs Togal AI: Why Division 8 Needs a Different Test
Togal can be useful for broad takeoff. Division 8 is a nastier test: schedules, plans, specs, frames, and hardware sets all have to agree.
Fresco vs STACK: Broad Estimating Platform or DFH Workflow?
STACK is broad construction estimating software. Fresco is narrower on purpose. The right choice depends on where the Division 8 work actually breaks.
Keeping Door Hardware Pricing Current for Division 8 Estimators
You bid the frames in March; the award lands in June — and every hollow metal opening moved in between. With Section 232 duties as high as 50%, a door hardware number can go stale before award. Here’s how to keep a Division 8 bid current and defensible.
Why Solo Division 8 Estimators Turn Away Winnable Bids
It’s 4:30 on a Thursday and two sets of plans sit unopened — both will walk before Monday. Solo estimators pass on the small, dense jobs and the poorly drawn sets. Here’s the bandwidth math behind what walks, and what changes it.
Why Your Division 8 Bid Spread Widens on Incomplete Drawings
The architect didn’t finish the drawings, but the bid clock started anyway. A wide bid spread usually isn’t a sub problem — it’s a document problem. Here’s why, and how to qualify tight instead of guessing wide.
How Division 8 Estimators Review AI Takeoffs and Keep the Sign-Off
You still sign the bid — the AI just gets you there faster. Past trust, the next question is accountability. Here’s how the review works when the AI does the production and you keep the judgment.
Why Most Estimators Don’t Trust AI Takeoffs — And Why Division 8 Is Different
Most estimators who’ve tried AI takeoffs walked away unconvinced — and they were right to. Here’s why general-purpose AI fails on Division 8, and what a specialist tool does differently.
The $50,000 Scope Confusion: Who Actually Owns the Electrified Hardware?
Fifty thousand dollars of electrified hardware, ordered twice. Here’s how Division 8 scope ownership falls through the cracks between divisions — and how to catch it before award.
How to Get Hardware Sets Into Comsense Faster: What Division 8 Estimators Are Using in 2026
For many estimators, hardware entry takes as long as the takeoff itself. Here is how the five-step Comsense and eMullion workflow is collapsing into two.
The Fake Door Schedule Problem: Why Division 8 Takeoffs Are Harder Than They Should Be
A door schedule is supposed to be the single source of truth. In practice, it lies — referencing doors that aren’t there, omitting ones that are, and contradicting the hardware spec.
About Fresco: AI Built Exclusively for Division 8
We’re the only AI takeoff tool built exclusively for Division 8 — doors, frames, and hardware. Here’s how we got here and what we believe.