4 SaaS P&L Metrics That Break When You Kill Per-Seat Pricing

About this episode

Ben Murray discusses the impact of shifting away from per-seat pricing on SaaS P&L metrics.

The pricing model that built the SaaS industry is being replaced in real time. Is your finance team ready for what it does to your core metrics? In episode #374, Ben Murray breaks down the four SaaS P&L metrics that break when per-seat pricing dies. Public tech leaders are already shifting fast. ServiceNow now drives 50% of net new business from non-seat-based pricing, Workday is reporting hundreds of millions in AI ARR, and GitHub is moving Copilot to usage-based billing. If you are a SaaS CFO or finance leader still modeling on a single blended gross margin, your benchmarks are about to stop working. Why the AI product gross margin sits around 52% and how a 30% revenue mix shift can compress your blended margin by 10 to 15 points How AI COGS scale directly with product usage, breaking the near-zero incremental cost assumption traditional SaaS finance was built on Why one blended LTV no longer works once you have heavy, medium, and light AI usage cohorts, and how to rebuild LTV to CAC by cohort How CAC payback period shifts when gross margin is no longer a single number across the customer base The new frameworks finance teams need to model hybrid subscription plus usage and…

People in this episode

Host: Ben Murray

Topics covered

• SaaS pricing models
• P&L metrics
• finance team readiness
• AI product gross margin
• customer acquisition cost
• usage-based billing

Keywords

• SaaS
• P&L metrics
• per-seat pricing
• AI ARR
• gross margin
• CAC payback period
• usage-based billing

Mentioned in this episode

Organizations: ServiceNow, Workday, GitHub, SaaS

Products: Copilot

More episodes of SaaS Metrics School

• 12 Steps to Creating an Outcome-based Pricing Plan · June 12, 2026 · 7 min
• 5 Takeaways for CFOs from the 2026 AI Pricing Report · June 10, 2026 · 7 min
• Your AI Subscription Pricing Is Losing Money on the Customers You Care About Most · June 2, 2026 · 5 min
• Per-Seat Pricing Is Dying: What the Shift to Usage-Based SaaS Means for Your Margins · May 29, 2026 · 5 min
• The Two SaaStr Annual Slides Every SaaS Operator Needs to See Today · May 20, 2026 · 3 min
• 2 AI Metrics Every SaaS CFO Should Track Today · May 10, 2026 · 4 min