Stigg is the usage runtime for AI products - providing real-time credit enforcement, entitlements, and rate-limits so teams can ship pricing changes in minutes, not sprints.
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
AI Credits Engine with financial-grade infrastructure - double-entry integrity ensures every credit transaction is auditable and reconciled in real time. Manage AI token consumption, compute budgets, and usage pools with real-time balance updates. Give customers self-serve spend controls and visibility into their usage, reducing support burden while increasing trust and transparency.
Real-time entitlement enforcement and rate-limiting evaluated at the edge - customers never exceed plan boundaries. Deploy via BYOC (Bring Your Own Cloud) to keep sensitive usage and billing data within your own AWS environment. Implement any pricing model in minutes using pre-built abstractions, eliminating weeks of custom billing engineering per pricing change.
Usage metering with automatic event ingestion and billing provider sync - connect Stripe or Zuora and let Stigg handle aggregation, proration, and invoicing triggers. Run pricing experiments programmatically with A/B testing on plans, tiers, and add-ons. Ship new monetization strategies without code deployments or engineering sprints.
AWS Marketplace now accepts line of credit payments through the PNC Vendor Finance program. This program is available to select AWS customers in the US, excluding NV, NC, ND, TN, & VT.
Pricing is based on the duration and terms of your contract with the vendor. This entitles you to a specified quantity of use for the contract duration. If you choose not to renew or replace your contract before it ends, access to these entitlements will expire.
Additional AWS infrastructure costs may apply. Use the AWS Pricing Calculator to estimate your infrastructure costs.
This listing offers one plan: the Scale Plus Plan, billed as a contract and priced by units. You commit to a set quantity of units under this single option, so there are no separate tiers to compare. Pricing scales with the number of units you commit to. The plan targets teams that need more customization as they grow. Because it is contract-based, you agree to terms and quantity up front rather than paying purely by variable usage.
Top-of-mind questions for buyers
What counts as one unit for billing on the Scale Plus Plan?
A unit maps to a managed entity: any object the platform makes a real-time enforcement decision for. That includes a customer account with entitlements, a user with a subscription, an agent with a credit budget, or a team with a spending limit. One object counts once, regardless of how many subscriptions it holds.
Do sandbox or inactive objects count toward my committed units?
No. Sandbox, test, and inactive objects do not count. You only pay for entities under active enforcement in production. An object with no active enforcement decision is not billed as a managed entity.
What happens if my usage grows beyond the committed unit block?
Committed blocks use overage handling rather than shutting off enforcement. When you approach your ceiling, the vendor works with you to expand the commitment. Existing enforcement keeps running as you scale, so nothing breaks when volume rises.
Request a private offer to receive a custom quote.
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Response Time: All support requests receive a response within 24 hours.
Documentation: Comprehensive guides, API references, and integration tutorials are available at https://www.stigg.io
For questions about your subscription, billing issues, or refund requests, contact support@stigg.io and our team will assist you promptly.
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