AI Billing Insights & Guides
Technical deep dives, pricing strategies, and unit economics for AI startups. Learn from real-world examples and data.
Recent Posts
Multi-Model Routing: How to Cut AI Costs 40-60% Without Sacrificing Quality
Learn how intelligent model routing can dramatically reduce your AI API costs by matching query complexity to the right model—from classification tasks on Haiku to complex reasoning on Opus.
Why Stripe Is Building AI Billing Tools—And What They're Still Missing
Stripe's Agentic Commerce Protocol confirms traditional SaaS billing is broken for AI. Here's what their announcement means for AI startups—and the gaps that still need solving.
Why Every AI Payment System Gets User Experience Wrong
From OpenAI to Anthropic to countless AI startups, payment UX is broken. Users face surprise charges, anxiety about costs, and no control over spending. Here is why current approaches fail and what users actually need.
Why AI Pricing Should Work Like Uber, Not Like Parking Meters
Current AI payment systems charge per token like parking meters. We propose plan-based pricing that works like Uber: know the cost upfront, approve it, and pay for delivered value. Here is why this matters and where the market is headed.
HTTP 402 Payments: The Technical Reality Nobody Talks About
HTTP 402 Payment Required was designed for digital payments, but nobody uses it. L402 aims to fix that with Bitcoin Lightning. Here is why both fail for real users and what actually needs to exist for AI payment systems to work.
The True Cost of Running AI APIs: Complete 2025 Guide
Compare GPT-4, Claude, and Gemini pricing with real profitability calculations. See exact $/token costs, context window pricing, and margin analysis for AI SaaS startups.