Advisory Practice
Usage-based pricing and credit systems for AI-native B2B SaaS.
I help AI startups design and ship their first credit-based pricing system. Tier structures, free monthly allocations, cap UX, overage handling, bill-shock prevention. Shipped at production scale as a senior PM at a public B2B SaaS.
4–6 weeks · $8K–15K
Pricing Audit
Interview your customers, audit current pricing, deliver a written recommendation you can act on or hand to your team.
8–12 weeks · $15K–25K
Credit-System Design
Architect the metering layer, design customer-facing UX (caps, alerts, top-up), specify the data model. Available for design questions through ship date.
Monthly retainer · From $10K/mo
Monetization Advisory
Embedded advisory on monetization decisions, pricing experiments, billing roadmap. Weekly check-ins, async-first.
Writing
Primary-source dispatches on AI monetization patterns, credit-cap UX, free allocation sizing, and the decision frameworks behind production usage-based pricing systems.
Read the blog →Tools
Free working tools for AI startup founders sizing their first credit system, free monthly allocation, or pricing tier structure.
See the tools →