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Engineering Firms

Production work fills your billable hours. AI is compressing it, and your fee falls with it.

Sell the judgment instead: productized due diligence at a defined fee on a 7–14 day clock. PermitFlow and Endra AI are funded to compress the work.

The pressure engineering firms are facing right now.

17%

operating profit at A&E firms, down from a ten-year high of 21.4% the year before.

Deltek Clarity A&E, 2026

27%

of AEC firms use AI for automation or decision-making.

ASCE / Bluebeam, 2025

35%

of A&E firms now vary billing rates by market, up from 15% a year earlier.

Zweig Group, 2026

What firms like yours are designing in the Workshop.

Most firms feel the itch and start experimenting: a few tools, a pilot, a project that looked promising on paper. The expensive version is finding out a year in that clients won’t pay for it. Whether you’re still deciding where to start or already two pilots in, the Workshop narrows what you take to your clients before you commit more budget to building it.

Every engagement is different. Your team’s domain expertise is the input. These are the kinds of offerings engineering firms leave with, specified and priced. Your team tests them with named clients, then builds what earns it.

The three shifts behind these offerings

Questions

No. The drafting, calculations, and first-pass design move to AI, but sealing the work and owning the liability stay with the licensed engineer. Most firms still bill the production hours AI is compressing, and that’s where the revenue leaks. Deltek’s high-performing A&E firms earn 31% operating profit against 12% at the rest on identical utilization, a gap that comes from pricing rather than hours (Deltek Clarity A&E Study). Engineering judgment still commands a price, and it earns more as its own product than bundled into the drawings.

Production work (drawings, calcs, code-compliance checks) fills the bulk of billable hours at most firms. Augmenta compresses electrical system design from 6–8 weeks to days, and tools like it are doing the same across drafting and rendering. The judgment call is what survives the compression.

Productized due-diligence and feasibility analysis: a defined fee on a 7–14 day clock. AI-augmented design review where contractors generate initial designs and the firm provides oversight, code compliance, and engineering judgment. Post-construction performance monitoring as subscription. PermitFlow and Endra AI are funded to compress the work. Productized advisory captures the value the compression releases.

When AI handles drafting, calculations, and initial design, hourly billing on production work loses fee dollar-for-dollar as hours fall. The AI in construction market is projected to grow from $4 billion to $12 billion by 2029 (Mordor Intelligence). A defined-fee package holds the price the buyer agreed to. Production volume isn’t coming back.

They aren’t selling against engineers directly. They’re compressing the document layer engineers price their fees against. Augmenta compresses electrical system design from 6–8 weeks to days, and PermitFlow and Endra AI are funded to take it further. What stays is the signed seal.

About 27% of AEC firms use AI for automation today (ASCE / Bluebeam). Adoption is early and uneven, but the firms that have started are expanding fast, and most still run AI with no oversight policy, which is its own risk.

89% of AEC firms are struggling to find qualified workers (Associated General Contractors of America). AI is the only scalable answer. Firms that productize judgment and oversight can grow revenue without scaling headcount the same way hourly billing forces.