When Services Revenue Starts to Look Like Software
For decades, the distinction was clean. Software businesses generated recurring, high-margin revenue that scaled without adding headcount. Services businesses generated project or time-and-materials revenue that scaled only by adding people. Investors priced that difference aggressively — software commanded multiples twice or three times those of services. AI is making it harder to draw that distinction.
We started writing about AI's impact on services and software in 2023 (https://alten.capital/blog/towards-ai-enabled-business-impact). The traditional services model was historically built around labor arbitrage and utilization. Revenue is a function of people: how many you have, how many hours they bill, and at what rate. Margin is structurally constrained because revenue and costs grow together. The model works, but it doesn't compound.
Software flips the equation. Once built, a product can serve one customer or one thousand without a proportional increase in cost. Revenue becomes recurring and detached from headcount, which is why markets reward it with premium multiples.
What AI introduces is a third path — and it's pulling the two models toward each other.
On the services side, AI agents are beginning to absorb work that previously required human hours. A firm that once needed ten engineers to deliver an outcome may need three, with agents handling the rest. The revenue line doesn't shrink under outcome-based pricing, but the cost structure does. The result looks less like traditional services and more like a software margin profile — recurring output, declining unit costs, and revenue that doesn't grow linearly with headcount.
On the software side, AI is expanding what software companies can capture in the first place. Historically, a software vendor's TAM was bound by subscriptions and licenses — the value of the seat, not the work done in it. AI changes that. As software products begin to execute tasks autonomously, vendors can price on outcomes rather than on access, effectively monetizing the labor their products displace. The addressable market expands from the cost of the software to the cost of the workforce it replaces — a substantially larger number. Software companies are no longer competing only for license budgets; they are competing for labor budgets.
The convergence raises a meaningful question about how these businesses are valued and built. Services firms with recurring, outcome-based revenue streams and improving margin profiles are no longer straightforwardly "services" in the traditional sense. And software companies with deeply embedded execution offerings that connect with business outcomes are no longer straightforwardly "software."
For founders navigating this shift, the strategic implication is clear: the nature of the revenue stream matters more than the label. Recurring, scalable, and margin-accretive revenue commands a premium — regardless of whether it originates from a product or a team.
Alten Capital invests in technology services businesses. Reach out to explore potential partnerships.