Artificial intelligence (AI) is pushing software-as-a-service (SaaS) companies to align pricing with product value. Usage-based and hybrid models are now used by over half of SaaS providers and are emerging as the most effective path to scalable growth, profitability and stronger valuations.
This Executive Insights, the final in our series on AI-driven pricing models, focuses on the rise of consumption-based pricing and its growing role in monetizing AI-powered products.
Earlier parts explored the key shifts shaping how SaaS companies price and monetize generative AI (GenAI) features:
- Part 1: How GenAI is transforming SaaS pricing fundamentals
- Part 2: How companies are structuring and packaging AI features to balance adoption, value and margin
- Part 3: How usage-based pricing is reshaping SaaS metrics and driving cross-functional change
Now we turn to what comes after the price tag: focusing on how to operationalize and forecast AI monetization at scale, especially when pricing is tied to consumption.
How AI is reshaping revenue models
GenAI has widened the gap between how value is delivered and how revenue is captured. As we covered in Part 3, when pricing is tied to seats but value comes from usage, traditional SaaS metrics like annual recurring revenue (ARR) and net recurring revenue (NRR) become less reliable indicators of growth and retention.
In response, many software companies are adopting usage-based pricing models that better align revenue with actual product engagement. Some have moved to fully usage-led approaches, while others are layering usage into more traditional pricing structures. These models are gaining traction across all types of products and company sizes, from backend infrastructure to customer-facing tools.
In a recent survey, 85% of SaaS companies said they already use usage-based pricing or are actively implementing it. Among enterprise software providers, 77% have incorporated consumption-based models into their revenue strategies. This marks a clear shift from emerging idea to enterprise standard (see Figure 1).