For decades, the distinction was clear: software businesses generated recurring, high-margin revenue that scaled without increasing headcount, while services businesses relied on project or time-and-materials revenue that scaled only by adding staff. Investors valued software much higher, often at two to three times the multiples of services. AI is now blurring this distinction.
We previously discussed AI's impact (https://elaxtra.com/insights/unlocking-business-impact-with-ai). Traditional service models relied on labor arbitrage and utilization, with revenue tied to headcount and billable hours. Margins remain limited because revenue and costs increase together. While effective, this model does not scale exponentially.
Software reverses this dynamic. Once developed, a product can serve several customers without a corresponding rise in costs. Revenue is recurring and independent of headcount, which is why markets assign it premium multiples.
AI introduces a third path, drawing the two models closer together.
In services, AI agents are taking on tasks that previously required human effort. A firm that once needed ten engineers may now need only three, with AI handling a bulk of work. Under outcome-based pricing, revenue remains stable while costs decrease. This shift creates a margin profile similar to software, with recurring output, lower unit costs, and revenue growth less dependent on headcount.
For software companies, AI expands the addressable market. Traditionally, vendors were limited to revenue from subscriptions and licenses, based on access rather than output. With AI, software can autonomously perform tasks, allowing vendors to price based on outcomes and capture value from the labor their products replace. The market opportunity grows from software costs to the broader labor costs, meaning software companies now compete for labor budgets as well as license budgets in a larger TAM.
This convergence prompts important questions about business valuation and structure. Services firms with recurring, outcome-based revenue and improving margins no longer fit the traditional definition of services. Similarly, software companies with integrated execution capabilities tied to business outcomes are no longer purely software businesses.
For founders, the key takeaway is that the quality of the revenue stream outweighs traditional labels. Recurring, scalable, and high-margin revenue is valued at a premium, whether it comes from a product or a service team.
Elaxtra Advisors is an M&A and value-creation advisory firm that assists institutional investors, private equity-owned platforms, and strategic acquirers invest and create value in worldwide technology services companies. Please contact us to explore potential partnerships.