software AM market analysis — 2026-10-29

Software’s recurring-revenue model is under renewed scrutiny even as AI demand props up the sector’s largest names. Guidance from billing and subscription vendors points to operators tightening forecasting and revenue management, a sign that the shift from perpetual licensing to subscription relationships still requires active defence rather than passive growth. In automation specifically, buyers appear to be reassessing vendor loyalty as legacy-plan retirements and repricing introduce cost unpredictability, which could push some customers toward more flexible alternatives.

Set against that, large cloud and software platforms are leaning on AI-related demand to support growth narratives, with Microsoft’s latest results cited as evidence that cloud and AI workloads remain a durable driver. Agentic development tools are also widening their remit beyond code completion into broader engineering workflows, covering collaboration and deployment rather than just coding assistance. That expansion suggests software teams may start reallocating work across coding, testing and operations, though the source pack does not yet show how far that reallocation has progressed.

The overall picture is mixed rather than directional. Pricing-related friction at the subscription and automation layer sits alongside AI-driven strength at the platform layer, and it is not yet clear whether enterprise AI spending reflects durable workflow adoption or simply higher infrastructure costs being absorbed into existing contracts.