How AI Is Disrupting Traditional SaaS Pricing Models

AI is disrupting traditional seat‑based SaaS pricing by shifting revenue to outcome and consumption models (e.g., per‑resolution, credit‑metered AI) and by rebundling AI into higher tiers or core bundles—fundamentally changing how value is packaged, forecast, and purchased. This means buyers increasingly pay for what the model does (resolutions, credits used) or unlock AI by stepping … Read more

SaaS and IoT: Building Smarter Connected Ecosystems

SaaS has become the orchestration layer for IoT—ingesting device telemetry, standardizing data, running AI at the edge and in the cloud, and activating insights across business systems. In 2025, three shifts define smarter connected ecosystems: edge-enabled SaaS for real-time use cases, digital twins to simulate and optimize assets and processes, and a move from software … Read more