Stigg is the usage runtime for AI products: one enforcement layer for entitlements, metering, credits, and governance that decides what every user and agent can do, in real time.
Stigg provides the enforcement layer that AI and SaaS companies need to control usage, manage credits, and govern access in real time. Rather than building fragile monetization logic into your billing system, Stigg decouples pricing, packaging, and entitlements into a dedicated runtime - so your engineering team ships pricing changes in minutes instead of sprints.
Why Stigg on AWS Marketplace
Stigg integrates with your existing AWS infrastructure and billing systems, giving you a single control plane for usage metering, entitlements, and credit management. Deploy with confidence using Stigg's BYOC (Bring Your Own Cloud) option to keep data within your own AWS environment.
Key Capabilities
AI Credits Engine - Financial-grade credit infrastructure with double-entry integrity, real-time balance updates, and auditability for AI token and compute consumption
Real-Time Enforcement - Entitlements and rate-limits evaluated at the edge, ensuring customers never exceed their plan boundaries
Usage Metering - Ingest events from any source, aggregate in real time, and sync with billing providers automatically
Self-Serve Spend Controls - Give customers visibility into their usage and the ability to set their own limits and alerts
No-Code Plan Management - Configure and update pricing plans, usage tiers, and add-ons through APIs or UI without code deployments
Pricing Experimentation - Run A/B tests on pricing models and analyze results programmatically to optimize revenue
Use Case: AI SaaS with Credit-Based Billing
An AI platform serving thousands of accounts needs to meter API calls, enforce per-customer credit budgets in real time, and let customers self-manage spend limits. With Stigg, the team defines credit pools and rate-limits in the dashboard, integrates the SDK for real-time enforcement, and syncs usage to Stripe for invoicing - all without custom billing code. New pricing tiers launch in minutes, and the finance team gets full auditability through double-entry accounting.
Technical Prerequisites
Supported billing integrations
SDKs available for popular languages (check docs for current list)
BYOC deployment option available for data residency requirements
No minimum application size required
Security and Data Integrity
Stigg is built with financial-grade infrastructure principles including double-entry integrity for all credit transactions, full auditability of entitlement changes, and real-time balance reconciliation. Data is encrypted in transit and at rest.
Getting Started
Subscribe to Stigg through AWS Marketplace
Create your Stigg workspace and connect your billing provider
Install the Stigg SDK in your application
Define your first pricing plan and entitlements
Go live with real-time enforcement
Implement any pricing plan in just a couple of minutes using Stigg's pre-built abstractions and integrations.
Next Steps
Book a demo to see Stigg's AI Credits Engine and real-time enforcement in action, or explore the documentation at https://www.stigg.io to start your integration.
Highlights
Real-time entitlements and access control: one source of truth for what every customer, user, and agent is allowed to do, resolved in a single API call in milliseconds, without hardcoded flags scattered across services.
Financial-grade credits engine: wallets, balances, burn-downs, expiry rules, and priority consumption on an append-only, double-entry ledger - the credit system you'd otherwise dedicate a team to build and maintain.
Usage governance and spend controls: per-user, per-team, and per-agent budgets, spend caps, and rate limits enforced at call time, so a customer who runs over is capped in real time instead of leaving you to absorb the overage.