PILRS Field Notes

The Takeoff Blog

Field-tested perspective on construction estimating, AI takeoffs, labor units, and code changes — written by people who have run the bids.

All Posts Industry Estimating
Estimating

The Glazing Spec Trap: U-Factor, SHGC, and What IBC 2021 Actually Requires

IECC 2021 Table C402.4, 30% and 40% WWR thresholds, frame class vs whole-product U-factor, low-E silver coating tiers, NFRC certification, and bird-safe Section 3113 scope.

Jennifer Walsh
Estimating

Insulation Takeoff: R-Value, Thickness, and the ASHRAE 90.1 Climate Zone Mistake

Cavity vs continuous per ASHRAE 90.1-2022 Tables 5.5-1 through 5.5-8, polyiso LTTR aging, vapor retarder placement by climate zone, and thermal-bridging math.

Tomás Herrera
Estimating

Why Your Fire Sprinkler Head Count Is Wrong: NFPA 13-2022 Obstruction Rules Most Estimators Miss

NFPA 13-2022 Section 10.2.7, the 3x beam rule, 18-inch deflector clearance, hazard classification area changes, and how K-factor selection rewrites pipe sizing.

Priya Raghunathan
Estimating

Change Orders: T&M vs. Lump Sum — Which Actually Makes Money

T&M pays cost plus markup on every hour. Lump sum pays only what you priced. The AIA G701 method you quote decides who owns the productivity risk.

Amelia Frost
Estimating

When the HVAC Equipment Schedule Doesn't Match the Spec Book: RTU, AHU, and VAV Bid Traps

Schedule says one RTU, Section 23 74 13 says another. A walk-through of ASHRAE 90.1-2019 efficiency tiers, VAV sizing per 62.1, and the R-454B transition.

Marcus Chen
Estimating

Escalation Clauses: How to Price 12-Month Material Risk Without Losing the Bid

AIA A201 is silent on escalation — default risk is on the contractor. Structuring clauses around BLS PPI series codes with thresholds and caps is how to price it.

Ryan O'Donnell
Estimating

Labor Burden: The 38% You Forgot to Put in Your Bid

FICA, SUTA, workers comp NCCI codes, fringe, GL, bonding, Davis-Bacon — the full burden on a construction wage lands 32-75% above base. Estimators missing pieces lose bids.

LaToya Bennett
Estimating

Unit-Cost vs. Assembly Estimating: When Each Method Actually Wins

RSMeans is fast and defensible at Class 3 accuracy on small jobs. Assembly estimating with MCAA and NECA labor units wins above $2M — here's where the accuracy delta sits.

David Park
Industry

Schedule of Values: Front-Loading Without Getting Caught

AIA G702/G703 mechanics, CSI division weighting, mobilization caps, A201 Article 9.3.2 stored-materials rules, lien waivers, and how GCs auto-audit SOVs today.

Colton McAllister
Industry

Prequalification for GC Vendor Onboarding: What They Actually Read

AIA A305, ConsensusDocs 221, D&B PAYDEX, single and aggregate bonding capacity, EMR, OSHA 300A, and CCIP/OCIP distinctions — the four numbers that drive approval.

Rachel Bloom
Industry

Why the Low Bidder Wins But Doesn't Profit: The Margin Illusion

CFMA's 2024 benchmarks put commercial GC net at 2.3% and electrical subs at 3.8%. Survivor bias, MCAA productivity losses, and why the second-lowest number is usually right.

Kenji Nakashima
Industry

The 7-Question Bid/No-Bid Scorecard That Protects Your Win Rate

A weighted seven-question rubric grounded in FMI bid-hit-ratio data, owner pay history, AR exposure, backlog fit, personnel availability, retention, and 90-day cash flow.

Marcus Chen
Industry

OSHA's Silica Rule (Table 1): The Labor Productivity Hit on Masonry and Concrete Bids

29 CFR 1926.1153 Table 1 is understood but not priced right. The 10-18% productivity hit, cartridge burn, and medical surveillance belong in labor — not general conditions.

Miguel Santana
Industry

CSI MasterFormat 2020: The Divisions You're Still Coding Wrong

The 2020 revision moved subsections and tightened division boundaries. Most crosswalks to Sage, Viewpoint, and Procore haven't caught up — and history is lying to you.

Sarah O'Brien
Industry

Davis-Bacon Prevailing Wage: The Takeoff Mistake That Wipes Margin on Federal Jobs

Wage determinations, apprentice ratios, and fringe delivery build the compliant crew rate. Open-shop defaults silently wipe 6-14% of margin on federal bids.

Darnell Fisher
Industry

BIM LOD 300 vs. 350: Why Your Takeoff Numbers Change Mid-Project

You priced the DD model at LOD 300, then the CD set came back at LOD 350 and the number moved 6-11%. Here is where the geometry and data actually change.

Aisha Kelley
Estimating

Site Utility Takeoffs: Why Depth Profile Kills Your Bid

Loaded cost per LF on site utilities spans 4-5× across depth classes once OSHA Subpart P soil types, dewatering, rock exposure, and pavement restoration are priced honestly.

Colton McAllister
Estimating

Connection Plates: The Structural Steel Takeoff Item That Hides 8-12% of Tonnage

Shear tabs, gussets, stiffeners, and moment end plates add 8-12% to member tonnage on typical commercial steel and 13-16% on seismic moment frames.

Gregory Sinclair
Estimating

Stick-Built vs. Unitized Curtain Wall: The Takeoff Math That Changes Your Schedule

Stick runs $72-90/SF installed, unitized $110-145/SF. Crane hours, AAMA 501 field-test risk, and 9 weeks of weather-tight schedule are where the real math lives.

Tomás Herrera
Estimating

#4 Rebar vs. #5 Rebar: The Structural Concrete Takeoff Mistake That Costs $40k

A single bar-size bump on the schedule moves tonnage by 56%, shifts development and lap lengths, and triggers A706 vs. A615 spec mismatches that routinely cost $40k.

Ahmad Patel
Estimating

Why Concrete Bids Are Wrong Before the First Truck Arrives

The cubic yard count is the easy part. The waste factor, pour sequence, and form contact area are where concrete bids actually get won or lost.

Darnell Fisher
Estimating

Cut-and-Fill Math: The Earthwork Mistake That Buries Contractors

BCY, CCY, LCY — the three acronyms that decide whether your dirt bid makes money. Most contractors pick two and ignore the third.

Colton McAllister
Estimating

Why Drywall Bids Over-Run 22% of the Time: What L&M Actually Means

Level 4 or Level 5? 25 gauge or 20 gauge? The AWCI standard is clear. Your takeoff template is not. The gap is where drywall jobs bleed.

Sienna Vossberg
Estimating

The $47K Pipe Nobody Measured: Why Plumbing Takeoffs Bleed on Vertical Runs

Plan-view takeoffs flatten the building. Every riser you forget to climb shows up as red ink when the fixtures get rough-set.

Henry Kowalski
Estimating

NFPA 13 Hydraulic Calcs: The Fire Protection Bid-Killer Nobody Talks About

The head count looks right. The pipe LF looks right. Then the hydraulic calc comes back and your 1-inch branch has to be 1-1/4. There goes your margin.

Jonas Whitaker
Industry

How AI Is Reshaping Construction Takeoffs in 2026

The quantification layer of estimating is the last major workflow in construction still done by hand. That changes this year.

Marcus Chen
Estimating

The 8-12% Structural Steel Tonnage Gap Nobody Catches

Between the member schedule and the real fabrication ticket, a tonnage gap hides in connections, misc metals, and shear studs. Every steel estimator lives with it.

Miriam Saldana
Estimating

Curtain Wall Spec Drift: The Six-Figure Glazing Takeoff Mistake

The elevation shows stick-built. Section 084413 says unitized. The spec addendum changed the IGU makeup on week three. One miss here costs a Porsche.

Meredith Kowalski
Estimating

Two-Coat Lies: The Spread-Rate Math That Sinks 40% of Paint Bids

The spec says two coats. The MPI sheet says 350 sqft per gallon. Your crew is hitting 210. Here is where painting bids quietly hemorrhage margin.

Daniel Ortiz
Estimating

NEC 2023 Changes Every Electrical Estimator Needs to Know

The 2023 edition is the biggest practical overhaul for commercial takeoffs since 2017. Here is what moves the bid number.

Priya Ramanathan
Estimating

CMU Counting Is Broken: The Waste Factor Is Lying to You

A 5% waste factor on 8x8x16 block sounds safe. Until you run the bond course, lintel, and dowel math and find out you are 14% short.

Owen Bradshaw
Estimating

The Real Reason 38% of Electrical Bids Lose Money on Labor

It is almost never the material price. It is the labor unit, and specifically the three adjustments estimators forget to apply.

Jordan Whitmore
Estimating

The Square-Foot Trap: How Slope Factor Costs $30K on a TPO Job

A roof plan shows plan-view area. The roof sub installs slope-corrected area. Forget the slope factor and you are pricing a building you never measured.

Theresa Oyelaran
Estimating

SMACNA Duct Weight Mistakes That Quietly Sink HVAC Bids

Duct is priced by the pound. Get the gauge wrong and you are not pricing the same building the contractor will install.

Carlos Mendoza
Industry

Manual Takeoffs vs AI Takeoffs: A 50-Project Benchmark

We ran the same 50 commercial projects through both processes. Here is what the numbers say — and what they don't.

Sarah O'Brien
Estimating

Labor Unit Inflation: Reading the 2025 NECA MLU Update

NECA's 2025 MLU update moved more units than the 2022 update. Here is where, and what it means for your assembly library.

David Park

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