software AM market analysis — 2026-09-11
Software markets are weighing two competing signals this session. Recurring cloud subscription models continue to give vendors more predictable revenue, supporting ongoing investment in platforms, infrastructure and customer success, according to Novedge. At the same time, Rostrum Grand notes that the central debate in enterprise AI is moving past adoption questions toward whether productivity gains from that spending will actually convert into earnings that justify current expectations.
Cost visibility is emerging as a pressure point. Suplari points to finance leaders facing growing difficulty tracking the full cost of enterprise AI across infrastructure, applications and ongoing operations. Workflow vendors are responding by leaning on automation, flexible deployment options and self-hosting, per Activepieces, while Forrester observes that monetisation is shifting toward usage-linked models such as credits and metered consumption. That shift raises the stakes on unit economics for both vendors and their customers.
Taken together, the picture is mixed rather than clearly directional. Recurring revenue provides a stable base, but rising AI delivery costs and less predictable consumption-based billing introduce genuine uncertainty about margin durability and customer budgets.
Worth Tracking
- AI productivity evidenceWhether measurable customer productivity gains emerge will show if AI spending is durable demand or still experimental, per Rostrum Grand.
- Consumption-based pricing reactionUsage-linked billing could aid vendor monetisation but make buyer budgets less predictable, per Forrester.
- Workflow automation adoption beyond pilotsBroader deployment would support software demand; limited uptake would pressure budgets, per Activepieces.
This analysis was generated automatically and is for information only — not financial advice.