software PM market analysis — 2026-08-15
Software vendors are embedding AI directly into core workflows rather than selling it as a standalone product. Google Cloud now presents its enterprise AI offering alongside development, DevOps and reliability tooling, framing AI as infrastructure rather than an add-on. Bentley Systems has pointed to AI and asset analytics as a route to higher value per infrastructure asset, a sign that vertical software vendors see AI as a lever for deeper account penetration rather than just new logos.
Monetisation is shifting in parallel. Vendors are raising prices and bundling AI features into established products, while enterprise buying continues to favour cloud-delivered software and subscription arrangements, with consumption-based pricing gaining relevance. That combination points to vendors testing how much AI-driven value customers will pay for, using both list-price increases and usage metering.
The read-through is constructive but not unconditional. Premium pricing for AI features will hold only if customers see measurable productivity or operational gains, and a move toward usage-based billing could make vendor revenue less predictable even as it improves monetisation flexibility. Secure development practices are also becoming a more prominent buying criterion as AI and distributed workflows expand, which may favour vendors that pair AI capability with credible security tooling.
Worth Tracking
- AI value realisationWatch whether customers report measurable productivity or operational gains from embedded AI, which underpins durability of premium pricing.
- Subscription vs consumption billing mixTrack how vendors balance predictable subscription revenue against usage-based pricing as monetisation models evolve.
- AppSec and secure SDLC toolingSecurity tooling for distributed, AI-assisted development may become a stronger differentiator and buying criterion.
This analysis was generated automatically and is for information only — not financial advice.