Blog

Compare multi-tenant vs. single-tenant architecture across cost, isolation, and scalability. Learn what breaks under load and how to properly enforce usage.

Learn about how entitlement management solutions work for AI-native products, where in-house systems fall short, and how to decide between build and buy.

Learn how Metronome pricing works after the Stripe acquisition: Starter and Custom plans, cost drivers, and where it fits in your stack.

Learn how license entitlements work, why AI products need a real-time usage runtime, and how to decide between building this layer in-house or buying it.

Read Metronome reviews from real users. Learn about its strengths, limitations, and where it fits in a modern AI billing and credits stack.

A hybrid pricing model combines subscriptions with credit or token usage. Learn how it shapes metering, entitlements, and enforcement in modern AI stacks.

AI credits in LLM products are a runtime infrastructure problem. Learn how to architect metering, enforcement, ledger design, and failure points at scale.

Understand what a token in AI is, and how token usage impacts pricing, credits, and enforcement in production systems.

A technical guide to monetizing AI products. Learn pricing models, entitlements, and infrastructure needed to capture ROI from AI features.

An EMS decides what every customer is allowed to do at runtime. Here's how it works, how it differs from RBAC, and when to stop building it yourself.

Each embedded software monetization model hits your infrastructure differently. Here are 7 models, what they demand, and where they break at scale.

Every in-house billing system works well at first. Learn about why it breaks at scale and what the full infrastructure stack actually includes.

Subscription lifecycle management covers every stage of the customer journey. Learn the phases, key metrics, and real-world examples.

Most enterprise subscription management systems fail when pricing changes outgrow them. Here are the 9 best practices engineering teams use to stay ahead.

Pay-per-use, freemium, credits, subscriptions, and more. Learn how each API monetization model works, what it demands, and when to use it.

Every engineering team starts by building feature gating in-house. Then they grapple with whether they should keep maintaining it. Here's how to decide.

Usage-based pricing charges for actual usage instead of fixed monthly fees. This guide covers 6 models, benefits, challenges, and implementation.

How do top SaaS companies structure pricing pages for multiple tiers, usage limits, and add-ons? We broke down 25 SaaS pricing page examples to find out.

Compare 8 Metronome alternatives, including Orb, Lago, and Togai. Discover why switching billing platforms won't fix entitlements problems.

Compare the 4 best SaaS monetization strategies with real company examples. Learn infrastructure requirements for each model.

Most AMP stacks miss the entitlements layer. Learn about AMP, why it matters, and how to build a stack that covers the full monetization process.