The AI SaaS Pricing Playbook

AI SaaS pricing is not old SaaS pricing. Every user call hits a real API meter; every unlimited tier is a margin bet; every pricing mistake compounds as usage grows. This playbook is the 3-lane architecture (BYOK plus Managed plus Student) with the tier design rules, the lifetime and annual psychology, and the 8 pricing mistakes that kill AI SaaS startups in year one.

• The 3-lane architecture: BYOK for technical users, Managed for non-technical, Student as the upsell capture
• Tier design within each lane. What goes in Free, what gets gated behind paid, what the power tier unlocks
• Lifetime upgrade with auto-prorated refund pattern. Stripe flow that converts annual buyers at 8 to 12 percent