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INFRASTRUCTURE FOR THE AI ECONOMY

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.

p99 < 10ms
ENTITLEMENT CHECKS
1M+ events/sec
INGESTION RATE
1M+ entities
Root is a top-level entity such as an org, customer, user, agent etc
PER ROOT
BYOC NEW
YOUR VPC, FULLY METERED

Trusted by engineering teams who operate at scale and complexity.

Real-time enforcement. Millions of AI requests decided in under 10ms. Credits, limits and entitlements checked, before a single token runs over budget.

RUNTIME ENFORCEMENT, LOCALLY EXECUTED
P99 < 10MS
ZERO OVERDRAFT

Financial-grade credit infrastructure. Wallets, ledgers, burn-downs, expiry rules, and priority consumption. Every edge case solved, without building it yourself.

BERJAYA
BERJAYABERJAYA
CORRECTNESS

Double-entry integrity. Every grant and deduction accounted for. No silent data loss, no reconciliation gaps.

REAL-TIME BALANCE

Balances updated in under 10ms from transaction landing. No reconciliation lag.

AUDITABILITY

Append-only immutable ledger. ASC 606-compliant and export-ready for any ERP.

SCALABILITY

Built for AI-era throughput. Millions of credit events per second, across any number of customers and agents.

VISIBILITY

Every customer sees exactly where their credits went, which action triggered the deduction, and what remains.

YULIA WALSH
YULIA WALSH
HEAD OF GROWTH AT MIRO
"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."
BERJAYA
YULIA WALSH
HEAD OF GROWTH AT MIRO

AI features ship in seconds, not sprints. Entitlement logic lives outside your codebase. Ship a new model, tier, or feature without touching a deployment.

Why entitlements aren't feature flags, and why it matters

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.

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

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.

Keep your existing billing provider. Stripe, ZUORA, whatever you run.
Own your subscription and usage data, independent of your billing vendor.
Migrate your billing provider anytime, without touching your entitlement layer.
Read the Integration Docs
Utkarsh Sengar
Utkarsh Sengar
VP Engineering, Webflow
"We're not the bottleneck anymore.
We're the ones enabling pricing to move faster."
Utkarsh Sengar - profile picture
Utkarsh Sengar
VP Engineering, Webflow

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.

BERJAYA

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

BERJAYA

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

BERJAYA

AI Usage,
Under Control.