"We were doing 11 bids a month. Now we're at 19 without adding a single estimator. The K-12 cycle used to eat us alive — 40 sheets per school, three schools bidding the same week. Pilrs took our 5-day takeoff down to a day and a half. I stopped losing estimators to burnout."
Meridian Electric has been wiring North Texas since 1987, starting as a two-truck residential shop in Garland before the 1990s commercial boom pulled them into tilt-up warehouses and medical office buildings. Today the company runs 120 employees out of a yard in south Dallas, with a field crew of 82 journeymen and apprentices serving schools, municipal projects, and mid-rise tenant improvements across the DFW metroplex. Their sweet spot is K-12 renovation and new construction — bond-funded work that moves in 90-day bidding cycles, which is exactly the rhythm that broke their estimating department.
Before Pilrs, the estimating team ran on Accubid Pro for pricing and assembly libraries, Bluebeam Revu for plan markup, and a three-tab Excel labor book that Elena had inherited from the previous VP in 2015. It worked — barely. Senior estimators could turn a 60,000 SF elementary school takeoff in five days if nothing else landed that week. The moment two school districts bid on the same Tuesday, the whole pipeline stacked up and something got a no-bid. In 2024 they walked away from $38M of qualified RFPs simply because nobody had the hours to price them.
The pain point was symbol fatigue on repetitive sheet sets. K-12 plans are brutal for manual takeoff — 32 to 48 E-sheets per school, with identical classroom modules repeated 20 times across a floor plate. An estimator counting receptacles and data drops across 400 typical classrooms stares at the same symbol 8,000+ times. Miscounts of 4–6% were baked in, and the first place it showed was homerun wire. A 60,000 SF elementary usually takes 11,200 LF of #12 THHN; Meridian's takeoffs were consistently landing at 10,400–10,700 LF, and the field was coming back 6 weeks into rough-in asking why the reel count was short.
The second hit came from NEC conduit fill recalcs. Late in bid prep, the engineer would issue an addendum adding a 30A appliance circuit to every kitchen, which cascaded into 3/4" EMT upsizes on 12 shared raceway runs. Elena's team caught maybe 70% of those cascades manually — the other 30% surfaced as RFI-driven change orders after award, and on fixed-price bond work the owner rarely paid. They calculated internally that missed fill recalcs were costing them $82,000 per school on average.
The third — and worst — was the bid-hit rate. In 2023 Meridian bid 132 projects and won 24. An 18% hit rate on commercial electrical is survivable; on K-12 bond work, where the low three bidders are usually within 2.5% of each other, it meant they were leaving money on the table chasing bids they'd already priced too conservatively to win. The math was ugly: too few bids submitted, too much senior estimator time per bid, and a win rate that penalized the careful estimators who actually double-checked their work.
Meridian piloted Pilrs in Q2 2025 on three live K-12 bids running in parallel — Plano ISD middle school modernization, McKinney elementary addition, and a Richardson tech magnet retrofit. Elena ran the pilot bids in Pilrs alongside her senior estimator's manual takeoff, then reconciled the two. On device counts, Pilrs landed within 1.4% of Meridian's senior quantities. On conduit and wire LF, the delta was 3.2% — and on investigation, Pilrs was right and the senior estimator had traced two homeruns through the wrong architectural column.
The rollout hit production in July 2025. Meridian kept Accubid as the pricing engine and used Pilrs purely for quantification — the takeoff exports CSV into Accubid's assembly database with NECA labor units pre-applied, and Elena's team reviews a human-verified report before it ships. Bluebeam stayed in the stack for addendum markup and scope clarification PDFs. No estimator was laid off; instead, two junior estimators who had been bottlenecked on takeoff mechanics got promoted to bid lead roles.
By month four, every K-12 bid ran through Pilrs first. Light commercial and medical office work followed in September. The full department was on the platform by November.
Pilrs ingests every electrical sheet and extracts verified quantities in minutes, eliminating symbol-fatigue miscounts.
Every takeoff is reviewed against construction specs before it reaches the estimator — no hallucinated quantities, no phantom line items.
CSV export into Accubid Pro preserves the existing pricing and assembly library — no rip-and-replace.
The numbers moved faster than Elena expected. Monthly bid volume climbed from 11 to 19 inside two quarters, with the same eight-person estimating team. Senior estimators who used to burn 22–28 hours on a typical school takeoff now spend 7–9 hours on Pilrs review and bid packaging. The bid-hit rate climbed from 18% to 27% — not because Meridian got looser on margin, but because they were submitting on bids they previously no-bid, and those late-cycle submissions carry a higher win probability simply because competitors have already priced too aggressively.
The conduit fill cascade problem disappeared. Pilrs flags every shared raceway run that would violate NEC Chapter 9 Table 1 when a conductor changes size, and shows the suggested upsize with cost delta before the bid ships. Meridian has tracked zero fill-related change orders since August 2025 — down from an average of 4 per school.
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