Every AI request is a spend decision. Make it in milliseconds.
The usage runtime that decides what every customer, user, and agent is allowed to do. Credits, entitlements, metering, and governance in a single enforcement layer.
Trusted by engineering teams who operate at scale and complexity.
ENFORCEMENT
Real-time enforcement. Millions of AI requests decided in under 10ms. Credits, limits and entitlements checked, before a single token runs over budget.
CREDITS
Financial-grade credit infrastructure. Wallets, ledgers, burn-downs, expiry rules, and priority consumption. Every edge case solved, without building it yourself.

Double-entry integrity. Every grant and deduction accounted for. No silent data loss, no reconciliation gaps.
Balances updated in under 10ms from transaction landing. No reconciliation lag.
Append-only immutable ledger. ASC 606-compliant and export-ready for any ERP.
Built for AI-era throughput. Millions of credit events per second, across any number of customers and agents.
Every customer sees exactly where their credits went, which action triggered the deduction, and what remains.

"Three months ago, we didn’t even have AI credits. Now we have a fully functioning hybrid model with enforcement, resets, and visibility across the stack."

ENTITLEMENTS
AI features ship in seconds, not sprints. Entitlement logic lives outside your codebase. Ship a new model, tier, or feature without touching a deployment.
METERING
Real-time metering at 1M+ events per second. Every token, inference call, and agent action, captured and aggregated in-request. Deploy in your VPC. Full data ownership. Your infrastructure, your costs.


"Something new I said in our status meeting on entitlements today: ‘I think all things are possible through the power of Stigg’."

GOVERNANCE
Self-serve spend controls, enterprise-ready. Per user, per team, per agent budget caps, enforced at call time, configured by your customers, not your support team.
Stigg works with your existing billing stack
Augment, don't replace. Stigg layers on top of your current billing provider with a bi-directional sync. No migration required.


"We're not the bottleneck anymore.
We're the ones enabling pricing to move faster."

Deploy your way.
Stigg-hosted. Zero infra to manage. Connect via REST API or native SDKs. Best for teams moving fast who don't want to own the stack.

Deploy Stigg into your own cloud environment. Your VPC, your security perimeter, your compliance posture. Full control, fully managed by Stigg.

Bring your own database and event queue. Stigg writes to your schema, events flow through your SQS. You own the data layer entirely.

