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software PM market analysis — 2026-09-28

Enterprise software demand is being reinforced by continued cloud migration and expanding AI infrastructure investment, according to 24/7 Wall St. and NVIDIA. Cloud adoption and AI infrastructure spending continue to support growth in public and hybrid cloud services, and NVIDIA notes that enterprises are now focused on optimising existing AI systems and widening practical use cases across business functions.

Menlo Ventures points to a shift in enterprise AI spending toward application-layer tools built for near-term productivity gains, rather than continued experimentation with underlying models. Arcade frames this transition around an implementation and return-on-investment challenge: the software opportunity is moving from AI experimentation toward workflow automation that connects systems, models and business processes, and the gap between broad adoption and measurable results may separate durable vendors from those still running pilots.

Taken together, the source pack points to steady, infrastructure-led demand for cloud and AI platforms alongside a harder test for vendors selling automation and workflow tools, where proving return on investment matters more than adoption figures alone. This is information only, not financial advice.

Worth Tracking

  • Cloud and AI infrastructure demandSustained workload migration and enterprise AI investment could support software and cloud-platform growth.
  • AI adoption converting to ROIThe gap between broad usage and successful implementation may separate durable vendors from experimental deployments.
  • Application-layer automation growthTools embedding AI into repeatable business workflows may capture more enterprise spending than standalone model access.

This analysis was generated automatically and is for information only — not financial advice.