A consulting hour sells two things at once: the doing and the knowing. When AI does the doing in minutes, one half falls away, and the hour stops measuring anything a client should pay for. What replaces it is a price on the finished deliverable.
The statements
In April 2025, the construction trade paper Byggindustrin interviewed Tyréns' innovation chief about Sven AI, the assistant the consultancy built for its own engineers. The article sits behind a paywall, so we quote only what the paper put on the outside. The headline: "AI förändrar Tyréns affärsmodell: Tre veckors jobb kan göras på minuter" — AI is changing Tyréns' business model: three weeks of work can be done in minutes. The standfirst adds that this raises new questions for the business model and the labour market. The number is theirs, not ours.
Nor was it a slip. Four years earlier, in November 2021, Tyréns' CIO Ylva Berg told Computer Sweden where she thought the consulting business was heading. The paper's standfirst: the built-environment consultants of the future will be tech or product companies rather than engineering consultants billing by the hour. One section of the article runs under the heading "Timdebitering snart obsolet": hourly billing soon obsolete. On automation, she was blunter still.
När det handlar om projektering så är många uppgifter repetitiva. De kommer att automatiseras och det kommer att slå stenhårt.
The economics
A consulting hour bundles two things: doing and knowing. The client pays for the doing, the hours it takes to produce an investigation, a specification, a set of review comments. The knowing, the accumulated judgment that makes the result worth signing, rides along inside the hourly rate. The bundle works because the two have always come together: there was no way to buy the judgment without paying for the production time.
Automation unbundles them. When a system produces in minutes what took an engineer three weeks, the doing no longer carries a meaningful price. The knowing is as valuable as ever, probably more, since someone still has to stand behind the result. But it has lost the hours it used to hide in. A fee is hours times rate, and Tyréns' own number takes the first factor toward zero for standardised work. No rate survives multiplication by almost nothing.
The endgame
The comfortable response is to sell the same deliverable in fewer hours and quietly raise the rate. That holds exactly as long as no competitor is willing to name a lower figure, and every large Nordic consultancy is building the same capability. Competing on price per hour, when the hours are collapsing for everyone, is a race to the bottom of a shrinking number.
The stable endpoint is different: stop pricing the hour and price the deliverable. A fixed price for the approved investigation, the finished specification, the completed review round, the thing the client actually needed all along. Outcome pricing sounds radical in a sector raised on timesheets, but it is what Berg described back in 2021: product companies rather than consultants on an hourly basis. Buyers never wanted hours. They bought hours because hours were the only wrapper the knowledge came in. Once the deliverable can be produced and priced on its own, the wrapper goes.
None of this makes the engineering firm less necessary. Someone still has to know what a correct deliverable looks like, carry the liability, and answer for the result in front of a client and a reviewer. Outcome pricing rewards exactly that: the firm that can guarantee a finished, correct deliverable earns more per deliverable than it ever did per hour. What disappears is only the meter running underneath.
The shift
This is not a forecast from an AI company; it is the industry's own number. Read it the way they seem to: not as a threat, but as a fact to plan around. When the doing becomes almost free, the hour stops measuring anything a client should pay for, and the firms that keep their value are the ones repricing what they sell, from time spent to finished deliverables.
That takes someone, or something, that can produce and check the whole deliverable, not just answer questions about it. Yesper is the AI civil engineer for construction and infrastructure, built for exactly that: to complete written deliverables and act on drawings, with the engineer's judgment and signature intact. It is the half of the hourly price that remains once the doing no longer costs weeks, and it is the half the value always sat in.
Sources
Yesper is the AI civil engineer for construction and infrastructure. AFRY, COWI, NRC Group and other Nordic firms use it to halve the time on a study, rerun calculations in minutes, and catch errors that would otherwise slip through. Get in touch if you'd like to see what it can do for you.
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