AI Billing Insights & Guides

Technical deep dives, pricing strategies, and unit economics for AI startups. Learn from real-world examples and data.

Recent Posts

AI Margins Are Half of SaaS. The Operating Model Must Follow.
Insights
•10 min read

AI Margins Are Half of SaaS. The Operating Model Must Follow.

When margins halve, everything downstream breaks.

ai-marginsunit-economics
Read
The Usage-Based Pricing Trap: Why AI Companies Are Moving Back to Plans
insights
Featured
•8 min read

The Usage-Based Pricing Trap: Why AI Companies Are Moving Back to Plans

Usage-based pricing is easiest to close and hardest to renew.

usage-based-billingpricing-strategy
Read
How to Price AI Products: A Data-Driven Framework
guides
Featured
•14 min read

How to Price AI Products: A Data-Driven Framework

Most AI pricing decisions are made without the one thing that matters most: actual cost data.

ai-pricingpricing-strategy
Read
Building a Real-Time Margin Dashboard for AI Products
technical
•7 min read

Building a Real-Time Margin Dashboard for AI Products

Revenue dashboards celebrate growth. Margin dashboards tell you whether you can afford it.

Margin IntelligenceCost Attribution
Read
When Your AI Costs Drop 90%: Three Pricing Responses
insights
•7 min read

When Your AI Costs Drop 90%: Three Pricing Responses

Cheaper models attract more usage. Only one of three responses actually improves margins.

unit-economicsai-margins
Read
Billing Infrastructure vs. Cost Visibility: What Finance Teams Actually Need
insights
Featured
•4 min read

Billing Infrastructure vs. Cost Visibility: What Finance Teams Actually Need

Five tools in the stack. Five dashboards open. Still no answer to the only question that matters for pricing.

stripemetronome
Read
Why Enterprise Buyers Demand Forecastability in AI Billing
insights
Featured
•10 min read

Why Enterprise Buyers Demand Forecastability in AI Billing

Enterprises are blocking AI deals over unpredictable costs. Forecastability, not price, drives adoption.

enterprise-aiforecastability
Read
Credit Opacity: What Hidden Rates Reveal About AI Billing
insights
Featured
•9 min read

Credit Opacity: What Hidden Rates Reveal About AI Billing

Hidden conversion rates and missing dashboards are driving customer backlash in AI products.

ai-creditspricing-transparency
Read
When Your AI Agent Needs Its Own Seat License
insights
Featured
•7 min read

When Your AI Agent Needs Its Own Seat License

AI agents are digital employees with hybrid billing: subscription plus usage plus model costs.

ai-agentsbilling-infrastructure
Read
The $0.99 Resolution: Why Outcome Pricing Only Works When Outcomes Are Binary
insights
•8 min read

The $0.99 Resolution: Why Outcome Pricing Only Works When Outcomes Are Binary

Outcome-based pricing shifts risk from the buyer to the vendor. The companies getting it right chose outcomes that are binary and measurable. The rest chose outcomes that are subjective.

outcome-based pricingAI billing
Read
The Multi-Provider Problem: Vendor-Agnostic Billing for AI Stacks
insights
Featured
•9 min read

The Multi-Provider Problem: Vendor-Agnostic Billing for AI Stacks

Multi-provider AI stacks create billing complexity that spreadsheets cannot solve.

multi-providerai-billing
Read
Unit Economics for AI Products: A Cost Framework Beyond Tokens
insights
Featured
•10 min read

Unit Economics for AI Products: A Cost Framework Beyond Tokens

Tokens are the visible cost. The other five layers are where margins disappear.

unit-economicsai-margins
Read
Multi-Model Routing: Matching Query Complexity to the Right Model
insights
•8 min read

Multi-Model Routing: Matching Query Complexity to the Right Model

Route simple queries to cheap models and complex ones to capable models. Cut costs without losing quality.

cost-optimizationmulti-model-routing
Read
Why AI Pricing Should Work Like Uber, Not Like Parking Meters
insights
Featured
•8 min read

Why AI Pricing Should Work Like Uber, Not Like Parking Meters

AI pricing should quote before it charges.

AI PricingUsage-Based Billing
Read
From Flat-Rate to Usage-Based Pricing: A Migration Guide
guides
•7 min read

From Flat-Rate to Usage-Based Pricing: A Migration Guide

The technical migration is straightforward. The customer migration compounds with time.

pricing-migrationusage-based-billing
Read
GitHub Copilot Unit Economics: A $20/User Cost Analysis
insights
Featured
•5 min read

GitHub Copilot Unit Economics: A $20/User Cost Analysis

Microsoft needed two years and 4.7 million subscribers to discover the margin gap. Most teams have less runway.

unit-economicsai-margins
Read
Join the waitlistBook a call