Product UpdatesIntroducing the Stigg Agent SDKCheck the budget before your agents spend, meter what they actually use, and keep calling your model the way you do today.Shai BetitoOct 23, 2026
Stigg AnnouncementsStigg and Airwallex partner to unify usage metering, entitlement enforcement, and global payment collection out of the boxStigg now connects to Airwallex out of the box: real-time metering and entitlements in Stigg, global payment collection and invoicing in Airwallex. No custom integration code.Stav Or
GuidesMetered Usage: How It Works and Why AI Products Break ItMetered usage is the measurement layer under every usage-based bill. See how it works for AI products and why token consumption breaks seat-based pricing.Sara NelissenOct 9, 2026
GuidesAPI Pricing Models: 8 Types and Which to Pick in 2026The 8 API pricing models that show up in production, from per-call to token and credit pricing, plus the failure mode that breaks each one.Sara NelissenOct 9, 2026
GuidesBilling Architecture Explained: Layers & Failure ModesBilling architecture is the set of layers that turn usage into a correct bill. Here's how billing systems are designed in 2026, and where they break.Sara NelissenOct 9, 2026
GuidesAPI Billing System: 8 Components to Build One in 2026An API billing system meters usage, enforces limits in real time, and records every charge. Here's how to build one for tokens, credits, and usage in 2026.Sara NelissenOct 9, 2026
GuidesSoftware Billing Models: 8 Types and How to ChooseSoftware billing models decide how you charge and what you must build. Compare subscription, usage, credits, and hybrid models, and how to choose.Sara NelissenOct 7, 2026
GuidesWhat is Metered Utilization? Measuring AI Token UsageMetered utilization is the measurement layer beneath every AI bill. Learn what gets metered, how the pipeline breaks, and why measuring can't enforce limits.Sara NelissenOct 7, 2026
GuidesReal-Time Billing Explained: How It Works for AI ProductsReal-time billing calculates charges the moment usage happens. See how it works for AI products, what breaks under load, and where enforcement fits in.Sara NelissenOct 7, 2026
GuidesMetering and Billing: What They Are and How They WorkFollow the metering and billing path from usage event to invoice, including ingestion, aggregation, rating, reconciliation, credits, and enforcement.Sara NelissenOct 7, 2026
GuidesTiered Discount Structure: What It Is & How to Design OneA tiered discount structure rewards bigger commitments with deeper discounts. Here's how to design one, and how to enforce the tiers before compute runs.Sara NelissenOct 7, 2026
GuidesReal-Time Billing System: How It Works in ProductionSee how a real time billing system keeps AI usage, credits, pricing, latency, and reconciliation aligned before small billing errors get costly under load.Sara NelissenOct 7, 2026
GuidesAI Usage Control: Tokens, Credits & Real-Time EnforcementLearn how AI usage control handles token limits, credits, entitlements, concurrency, and request-time enforcement before AI workloads run.Sara NelissenSep 25, 2026
GuidesStigg vs Flexprice: Features, Pricing & DifferencesStigg vs Flexprice: Features, Pricing & DifferencesSara NelissenSep 25, 2026
GuidesTiered Fee Structure: What It Is and How to Design OneA tiered fee structure charges different rates across usage bands. Here's how the band math works, how to design one, and what breaks in production.Sara NelissenSep 25, 2026
GuidesStartup Billing: Models, Build vs Buy, and What to EnforceBuilding startup billing looks simple until proration, retries, and tax show up. Here's when building makes sense, and when buying saves engineering time.Sara NelissenSep 25, 2026
GuidesEvent-Based Billing: How It Works and How to Build ItBuild an event-based billing system with reliable events, metering, pricing, customer attribution, and invoicing for SaaS, APIs, and AI products.Sara NelissenSep 22, 2026
GuidesAPI Metering: What to Measure, Where, and How to Enforce ItAPI metering turns API traffic into a financial-grade record. Learn what to meter, where the meter belongs, and how to enforce limits in the request path.Sara NelissenSep 22, 2026
GuidesThe Modern Billing Stack Explained for Engineers (2026)Build a clear modern billing stack with versioned catalogs, low-latency enforcement, durable metering, ledgers, and billing integrations.Sara NelissenSep 22, 2026
GuidesBilling Structure: Models, Architecture & SetupSee how to design a billing structure across subscriptions, usage pricing, credits, entitlements, event schemas, limits, and billing systems.Sara NelissenSep 22, 2026
GuidesPlatform Pricing Strategy for AI Products in 2026Build a platform pricing strategy that connects customer value, usage, credits, margins, packaging, entitlements, and product architecture.Sara NelissenSep 15, 2026
Stigg vs Credyt AI: Credits & Usage EnforcementStigg vs Credyt AI explained for engineers comparing credits, entitlements, usage enforcement, wallets, deployment, and billing infrastructure.Sara NelissenSep 15, 2026
GuidesOverage Pricing: How Extra AI Usage Is PricedUnderstand how to set overage units, allowances, rates, credits, and contract terms for AI products once included usage runs out.Sara NelissenSep 14, 2026
GuidesStigg vs Schematic: Which Is Better for AI Products?See how Stigg vs Schematic differ on entitlement enforcement, AI credits, usage metering, local checks, billing, and deployment options.Sara NelissenSep 14, 2026
GuidesMetronome vs Stripe vs Stigg: Full Comparison (2026)A hands-on look at Metronome, Stripe Billing, and Stigg for AI product billing on tokens and credits. Pricing, features, and real user feedback inside.Sara NelissenSep 4, 2026
GuidesChargebee vs Metronome: Full Comparison for AI ProductsCompare Chargebee vs Metronome on usage metering, entitlements, pricing, integrations, and revenue workflows to see which fits your stack.Sara NelissenSep 4, 2026
GuidesOrb Pricing in 2026: Plans, Costs & What You GetOrb doesn’t publish fixed prices. Learn how its pricing works, what Core, Advanced, and Enterprise include, and what affects your final quote.Sara NelissenSep 4, 2026
GuidesPayment Decisioning Engine: Real-Time Enforcement GuideLearn how payment decisioning engines evaluate risk, spend, and policy in real time, and why that matters when AI agents can act on their own.Sara NelissenSep 4, 2026
GuidesPrepaid Credits for AI Products: How They WorkExplore how prepaid credits connect pricing and usage through burn rates, expiry rules, top-ups, refunds, shared balances, and credit tracking.Sara NelissenSep 4, 2026
GuidesPricing and Packaging for AI Products: A 7-Step GuidePricing and packaging for AI products: a 7-step guide to choosing models, setting credits, defining limits, and testing plans.Sara NelissenAug 28, 2026
GuidesAI Cost Optimization: Track, Control & Reduce AI SpendAI cost optimization explained, with 5 ways to reduce spend without hurting performance, plus how to track and control AI costs before they add up.Sara NelissenAug 28, 2026
GuidesBilling Integrations Explained: Types, Architecture & ExamplesSee how billing integrations keep payments, credits, entitlements, and product state aligned, and how to prevent failures before they reach customers.Sara NelissenAug 28, 2026
GuidesWhat is a Billing System? 8 Components, 5 Types & ExamplesWhat a billing system does, the components behind it, the different types, and why AI products need enforcement alongside accurate billing.Sara NelissenAug 28, 2026
GuidesUsage Management for AI Products: Limits, Credits & EnforcementWhen AI usage becomes unpredictable, tracking alone isn’t enough. Learn how usage management helps control what happens before the next request runs.Sara NelissenAug 28, 2026
GuidesWhat Is a Billing Engine? Architecture & How It WorksWhat a billing engine actually does, how it differs from a rating engine and payment processor, and what AI products still need beyond it to control spend.Sara NelissenAug 28, 2026
Guides7 AI Agent Monetization Models, Explained and ComparedCompare 7 AI agent monetization models on cost, predictability, and the runtime enforcement each one requires before you build your pricing logic.Sara NelissenAug 28, 2026
GuidesOrb vs. Metronome vs. Stigg: Full BreakdownOrb vs. Metronome for usage-based billing? See how they compare and where Stigg’s runtime infrastructure enforces AI credits and entitlements in real time. Sara NelissenAug 28, 2026
GuidesTop 6 AI Pricing Platforms Compared for 2026The top AI pricing platform options for 2026, compared on packaging flexibility, setup time, wallet support, and real usage models we tested ourselves.Sara NelissenAug 28, 2026
GuidesBilling Models for AI Products: Types and How to ChooseBilling model types for AI products, broken down with real examples and the request-path enforcement logic engineering ends up building for each one.Sara NelissenAug 28, 2026
GuidesConsumption Revenue Explained for AI ProductsLearn how consumption revenue works, from metering and entitlements to credit ledgers, runtime enforcement, and production infrastructure.Sara NelissenAug 28, 2026
GuidesTiered Volume Pricing for AI Products: Models, Risks, & SetupSee how tiered volume pricing works in AI products and how engineers handle metering, credits, concurrent thresholds, wallets, and request-time limits.Sara NelissenAug 28, 2026
GuidesHybrid Billing: An Engineering Guide for AI ProductsHybrid billing combines subscriptions, credits, commitments, and overages. See how AI teams design balance priority, reservations, ledgers, and enforcement.Sara NelissenAug 28, 2026
GuidesBilling Software for AI Companies: 6 Tools Tested for 2026I tested 6 billing platforms for AI companies on real usage-metering scenarios. Compare pricing, deployment, and where each one breaks down.Sara NelissenAug 28, 2026
GuidesProfit Leakage Recovery for AI: 7 Steps to Recover MarginFollow a 7-step profit leakage recovery process for AI products, including detection, reconciliation, credit corrections, and request-time enforcement.Sara NelissenAug 14, 2026
GuidesFlexible Billing for AI Products: How It Works & When You Need ItDiscover how flexible billing supports subscriptions, credits, metering, and request-time enforcement for AI products without rebuilding billing logic.Sara NelissenAug 14, 2026
Guides5 Enterprise Pricing Models for AI ProductsCompare enterprise pricing models for AI products, learn when each fits best, and understand the infrastructure required to support enterprise customers.Sara NelissenAug 14, 2026
GuidesUsage-Based Billing Software: 6 Top Picks for 2026The 6 best usage-based billing software platforms for AI companies in 2026, compared on pricing, deployment, features, and real user reviews.Sara NelissenAug 14, 2026
GuidesEnterprise Pricing Strategy: Building One for AI ProductsLearn how to build an enterprise pricing strategy for AI products with configurable contracts, usage limits, entitlements, and organization-level pricing.Sara NelissenAug 10, 2026
Guides7 Best Zuora Competitors for Growing AI Teams in 2026Not every billing problem needs Zuora's full suite. We broke down seven alternatives by implementation speed, pricing flexibility, and AI billing fit.Sara NelissenAug 6, 2026
GuidesBilling System Design: The 5-Layer Architecture GuideA guide to billing system design for engineering teams building AI products, covering metering, entitlements, real-time enforcement, and build vs. buy.Sara NelissenAug 6, 2026
GuidesBilling System Software: 6 AI Picks Tested (2026)Billing system software tested across 6 platforms for AI and usage-based products, with honest pricing, reviews, and where each one breaks down.Sara NelissenAug 6, 2026
Guides7 Flexible Billing Software Platforms for AI Products ComparedCompare flexible billing software for AI products using tokens, usage, credits, or outcomes, with seven tools mapped to pricing and billing needs for 2026.Sara NelissenAug 5, 2026
GuidesConsumption Models Explained: 5 Types and How They WorkConsumption models tie cost to usage instead of a flat fee. See the 5 common forms, how they work, and how to enforce them without a hard ceiling.Sara NelissenAug 5, 2026
GuidesPay-As-You-Go Pricing Model for AI Products, ExplainedA technical breakdown of the pay-as-you-go pricing model, rate cards, metering, benefits, risks, and how it stacks up against prepaid credits.Sara NelissenAug 5, 2026
GuidesBilling and Invoicing for AI Products: A Technical GuideA technical breakdown of billing and invoicing for AI products, covering pay-as-you-go, credits, and where real-time entitlement checks fit in.Sara NelissenAug 4, 2026
Guides5 Orb Alternatives To Evaluate Before You Migrate in 2026Evaluating Orb alternatives? We broke down five platforms by metering depth, pricing iteration speed, open-source availability, and contract readiness.Sara NelissenJul 31, 2026
GuidesUsage-Based Billing for AI and API ProductsUsage-based billing helps AI teams charge by tokens, API calls, compute, or outcomes. See how it works and what can break at scale.Sara NelissenJul 29, 2026
GuidesBilling Mediation: What It Is, How It Works, and Why It MattersWhat billing mediation is, why AI usage pushes it harder than traditional SaaS, the four functions, a worked event example, and build vs. buy guidance.Sara NelissenJul 22, 2026
GuidesAutomated Billing Systems: Architecture, Risks, and LimitsAn automated billing system runs well on scheduled rules until pricing depends on the real-time state. Here's the architecture, and where it breaks.Sara NelissenJul 22, 2026
GuidesBilling Management: What It Is and How It WorksWhat billing management is, the five core functions of a billing management system, and where standard processes break down under usage-based pricing.Sara NelissenJul 22, 2026
GuidesBest AI Monetization Software: 7 Platforms Engineers Use in 2026Compare the best AI monetization software and generative AI monetization platforms for 2026, including Stigg, Zuora, and Metronome for usage billing.Sara NelissenJul 22, 2026
Guides8 Best Software Monetization Platforms for AI Products in 2026Looking for a monetization platform built for AI products? Compare 8 tools on entitlements, credit management, usage metering, and billing fit.Sara NelissenJul 22, 2026
GuidesChargebee vs Zuora: Pricing, Features & Key DifferencesChargebee vs Zuora comes down to pricing speed against enterprise RevRec depth. Here is how engineering teams should think about the difference.Sara NelissenJul 21, 2026
Guides8 Best Enterprise Billing Platforms for AI Products in 2026Comparing eight enterprise billing platforms for AI products in 2026. What each one is built for, what it costs, and where it stops working at scale.Sara NelissenJul 21, 2026
Guides5 Best Entitlement Management Software Solutions in 2026Explore the best entitlement management software for 2026, with five platforms compared by real-time enforcement, pricing model support, and scale needs.Sara NelissenJul 21, 2026
GuidesStripe vs Zuora: Pricing, Features, and What Neither One DoesA comparison of Stripe and Zuora across payment processing, revenue recognition, multi-tenant governance, and credit management for AI usage billing.Sara NelissenJul 21, 2026
GuidesConsumption Pricing: How It Works + Implementation GuideLearn how consumption pricing works, the infrastructure it requires, and how engineering teams implement usage-based pricing. Sara NelissenJul 13, 2026
GuidesProrated Billing for AI Products: What It Is & How to Implement ItProrated billing for AI products fails when the billing event and the entitlement update run in separate systems. Here's what to build and in what order. Sara NelissenJul 13, 2026
GuidesTiered Pricing: How It Works and Why Enforcement MattersTiered pricing for AI products requires runtime enforcement on every request. Here's what the five common tier structures look like and what each one enforces.Sara NelissenJul 13, 2026
GuidesMulti-Tenant Architecture: Components & Best PracticesMulti-tenant architecture explained with core components and best practices. Learn how to handle concurrency, enforcement, and usage limits at scale.Sara NelissenJul 13, 2026
GuidesOutcome-Based Pricing: How It WorksOutcome-based pricing sounds simple until you implement it. Learn the infrastructure, data models, and systems needed to make it work at scale.Sara NelissenJul 12, 2026
GuidesHow Consumption-Based Billing Works for AI ProductsSee how consumption-based billing works for AI products, from usage events and credit ledgers to real-time controls that stop runaway compute.Sara NelissenJul 10, 2026
GuidesMetered Billing Explained: Architecture, Pitfalls, SystemsMetered billing breaks when systems drift. Learn how to manage usage, pricing, and enforcement without constant debugging or billing issues. Sara NelissenJul 10, 2026
GuidesMonetization Infrastructure: Systems Behind PricingMonetization infrastructure is the layer between product usage and revenue. Learn about what it includes, how it fits your stack, and what breaks without it. Sara NelissenJul 10, 2026
GuidesStripe Usage-Based Billing: What Stripe Handles (and Doesn’t)Explore how Stripe usage-based billing works, where its architecture stops, and how teams extend it with entitlements and product catalogs. Sara NelissenJul 10, 2026
GuidesBilling System Architecture vs. Entitlements ExplainedBilling system architecture manages invoices and payments. Entitlements control product access and limits. See how both layers fit into a modern software stack. Sara NelissenJul 8, 2026
Guides8 AI Billing Platforms for Tokens, Credits, and Inference8 AI billing platforms compared on token metering, credit wallets, and inference pricing, with pricing, implementation effort, and honest pros and cons.Sara NelissenJul 7, 2026
Guides6 Subscription Management Software Built for AI Product TeamsFlat monthly plans are the easy case. Here are 6 subscription management platforms that handle the harder requirements most AI products actually run into. Sara NelissenJul 7, 2026
GuidesProduct Monetization: 7 Models and How to Choose OneProduct monetization explained: 7 models with real company examples, a 3-step way to choose one, common mistakes, and the infrastructure each model needs.Sara NelissenJul 7, 2026
GuidesWhat Is Quote-to-Cash (Q2C)? 8 Steps, Tools, and AI PitfallsQuote-to-cash explained: the 8 Q2C steps, how it differs from order-to-cash and CPQ, which tools own each step, and where usage-based AI pricing breaks it.Sara NelissenJul 7, 2026
GuidesRevenue Leakage & How AI Products Can Prevent ItMost revenue leakage guides were written for subscription SaaS. AI products leak differently and earlier. Here is what causes it and how to close the gap. Sara NelissenJul 7, 2026
GuidesPrice Localization: Strategy, Examples, and InfrastructurePrice localization explained: cosmetic vs. market-based pricing, real examples from Spotify and Microsoft, how to set prices by country, and the stack it needs.Sara NelissenJul 7, 2026
Best PracticesDynamic Pricing for SaaS: Types, Examples & How to Build ItDynamic pricing for SaaS explained: the main types, real software and AI examples, pros, cons, and legal questions, and how to implement it in your product.Sara NelissenJul 7, 2026
GuidesUsage Metering: How It Works, What to Meter, and ExamplesUsage metering explained for engineers: how events become metrics, what to meter, real-time vs. batch pipelines, and where metering breaks at scale.Sara NelissenJul 6, 2026
GuidesCredit pricing: Models, formula, and infrastructure pitfallsCredit pricing for AI and software products: how it works, how to price a credit, and the ledger and enforcement it needs to hold up in production.Sara NelissenJul 6, 2026
Guides8 Best Generative AI Usage-Based Billing Software in 2026Generative AI usage-based billing software compared across 8 platforms. Includes pricing, engineering complexity, AI metric support, and pros and cons.Sara NelissenJul 6, 2026
GuidesWhat Is API Monetization? How It Works and How to Set It UpAPI monetization explained: 8 pricing models, benefits, setup steps, prepaid vs. postpaid billing, KPIs, and the enforcement layer AI APIs need.Sara NelissenJul 6, 2026
GuidesUsage-based API billing: how it works and how to build itUsage-based API billing explained: metering, rating, and invoicing, pricing structures, prepaid vs. postpaid, a worked bill example, and how to build it.Sara NelissenJul 6, 2026
GuidesAI Billing Infrastructure: Why Billing Alone Isn't EnoughAI billing infrastructure for production means more than wiring up Stripe. Here is the enforcement and entitlements layer most engineering teams skip.Sara NelissenJun 26, 2026
GuidesAI Token Cost Explained: Tracking, Enforcement, and ControlAI token cost control happens in the request path. Here’s what engineering teams need to control spend, enforce limits, and support enterprise governance.Sara NelissenJun 26, 2026
GuidesOverage Fees: What They Are, How They Work, and ExamplesOverage fees can catch you off guard. Learn what triggers them, how to calculate extra charges, and ways to avoid them, with examples from AI and SaaS.Sara NelissenJun 23, 2026
GuidesHow to Set Value-Based Pricing for SaaS in 5 StepsValue-based pricing for SaaS ties price to customer value. Follow 5 practical steps, compare real examples, and pick a value metric you can measure.Sara NelissenJun 23, 2026
GuidesPricing Simulation: How to Test AI Pricing Models Before LaunchPricing simulation helps you test pricing models before launch. This guide shows you how to validate entitlements, credits, and limits under real usage.Sara NelissenJun 23, 2026
GuidesBilling Software Architecture: A Practical GuideStandard billing software architecture was built for post-usage settlement. Here is what AI products need on top of it to enforce limits in real time.Sara NelissenJun 15, 2026
GuidesBilling System Requirements: SaaS & AI ChecklistReview 14 billing system requirements for SaaS and AI products, from invoices and tax to credits, metering, usage limits, and vendor evaluation questions.Sara NelissenJun 15, 2026
Guides6 Software Licensing Models + Enforcement RequirementsSoftware licensing models shape how products enforce access, usage, and credits. Learn more about how each model affects entitlements and runtime control.Sara NelissenJun 15, 2026
GuidesToken-Based Pricing: How It Works, Costs & Pros and ConsWondering what AI tokens cost? Explore token-based pricing with real examples, input vs. output rates, pros and cons, and tips to control AI spending.Sara NelissenJun 11, 2026
GuidesAI Pricing: 6 Models, Real Examples, and How to ChooseAI pricing runs on six models. See how each one bills, what leading AI companies charge, and what your infrastructure has to enforce.Sara NelissenJun 11, 2026
GuidesAmberflo Pricing: Plans, Costs, and What You Actually PayAmberflo pricing explained for engineers. Learn more about plans, costs, pricing models, and how usage-based billing scales with event volume and revenue.Sara NelissenJun 11, 2026
Guides9 Amberflo Alternatives: What Reduced Engineering Overhead?Compare 9 Amberflo alternatives built for engineers. Learn more about which tools make billing simpler and which ones just push logic into your codebase.Sara NelissenJun 11, 2026
GuidesMulti-Tenant vs Single-Tenant: Differences, Pros & ConsCompare multi-tenant vs. single-tenant architecture across cost, security, isolation, and maintenance, with real examples.Sara NelissenJun 11, 2026
GuidesBuild vs. Buy Entitlement Management for AI ProductsWhen to build entitlement management in-house and when to buy: what production systems must handle, where in-house builds break, and how to decide.Sara NelissenJun 11, 2026