AI Fundamentally Changes Software Pricing. Most Financial Systems Aren’t Prepared

Jagan Reddy is the founder and CEO of RightRev.

​Artificial intelligence (AI) has changed SaaS economics, replacing predictable pricing with token- and outcome-based models that align price with delivered value.

​Vendors and buyers stopped debating whether AI is necessary long ago. They’re racing to monetize it, but their financial systems aren’t built to produce on-time, audit-ready reports that account for the highly variable, nuanced elements of AI deals. Revenue you can’t count cleanly isn’t revenue yet.

​SaaS accounting teams face revenue recognition judgments that only get harder as deals sign at scale. The root issue is structural: traditional financial systems were built for flat, predictable pricing, not usage, tokens and outcomes.

AI Pricing Breaks Traditional Finance Workflows

When pricing moves faster than the accounting behind it, accuracy becomes guesswork, and every close gets harder as audit risk rises. Teams have to rebuild accounting to close with real accuracy and confidence, not a best guess.

​Teams face compounding pressure with each day spent struggling to reflect highly dynamic deals into traditionally rigid systems. Failing to fix this broken system creates considerable uncertainty:​

• Customers buy a block of AI usage up front. Some burn through it and buy more partway through the contract. Others barely touch it. No two accounts behave the same way, which makes revenue almost impossible to predict.

• Money can take weeks to show up when fees are tied to outcomes. And the amount keeps moving as customers change how much they use the product and what they use it for.

• The vendor’s top line now rides on what each customer actually does. That raises the stakes on how every deal is structured, and it turns getting customers to value fast into a revenue lever, not just a success metric.​

Organizations can’t afford to slow down, but finance teams need the right infrastructure to match the speed that deals are already moving at.