Category: Usage Based Pricing

What “Forecast Accuracy” Actually Means in Usage-Based Businesses

In traditional subscription SaaS, forecast accuracy had a relatively clear definition: How close were we to the number? But usage-based businesses don’t operate on stable subscription physics. In 2026, revenue is driven by adoption patterns, workload variability, and customer behavior. It ramps unevenly. It spikes. It normalizes. And in many cases, it’s “earned” after the contract is signed. So for Revenue Operations teams supporting usage-based revenue models, there’s a real question hiding underneath the reporting: What does forecast accuracy actually mean?

Revenue forecasting, Usage Based Pricing

Consumption Forecasting: What It Is, Why It Matters, and How to Do It

Consumption forecasting is quickly becoming a must-have capability for SaaS, cloud, and digital services companies operating with usage-based or hybrid…

Usage Based Pricing

Forecasting for Usage-Based AI Companies

Usage-based pricing didn’t appear as a trend. It showed up as a response to how these businesses actually operate.As AI-driven products moved from experimentation to production, the subscription models that once worked for SaaS began to fracture. Revenue became tied to tokens, minutes, inference calls, credits drawn down, and compute consumed. Growth accelerated, but predictability suffered.

Usage Based Pricing

How to Forecast Consumption-Based Revenue in Salesforce: Best Practices + Common Pitfalls

Forecasting revenue is hard enough when deals close in neat, recurring contracts. But for companies selling consumption-based products, the challenge multiplies. Usage fluctuates, customer behavior shifts, and even small changes in adoption can swing revenue significantly from quarter to quarter.

Usage Based Pricing

The 2025 Guide to Usage-Based Forecasting Benchmarks

Usage-based pricing is growing fast. SaaS, cloud, media, even manufacturing companies are tying revenue to consumption. Customers love the flexibility. But for Finance and RevOps, it creates a forecasting puzzle.

Usage Based Pricing

The 5 Most Common Mistakes in Consumption Forecasting

Consumption-based revenue can be unpredictable. Usage changes by the day, sometimes by the hour. And while consumption forecasting is critical for companies with usage-based or mixed revenue models, it’s also one of the hardest to get right.

Revenue forecasting, Revenue Operations, Usage Based Pricing

The 3 Types of Revenue Forecasts Every RevOps Team Needs

If you're only forecasting pipeline, you’re only seeing a slice of the picture. And that’s usually where things break down, in board meetings, planning cycles, or when Finance asks for real numbers. To get a full view of revenue, you need to go further.

Articles, Usage Based Pricing

Actuals vs. Forecasts: A Focus as Companies Shift to Usage-Based Models

As more businesses transition to consumption or usage-based revenue models, the comparison of Actuals vs. Forecasts needs to become a central focus. This analysis is key to navigating the variability inherent in these models and ensuring that companies can adapt quickly to changing customer behavior and market conditions.

Revenue forecasting, Revenue Operations, Usage Based Pricing

Why Consumption is Becoming RevOps’ Second Pipeline

More companies are shifting to usage-based pricing. But most revenue forecasts still rely on static spreadsheets and guesswork. That makes it hard to stay ahead, especially when revenue doesn’t land at the moment of sale.

Category: Usage Based Pricing

Find out how you can get more accurate forecasts