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This feature is currently in private beta. Contact us to join.
Stigg Governance lets your enterprise customers control AI usage and credit spend across their organizations. Teams, departments, individual users, and AI agents each get their own budgets and limits — enforced in real time, with full visibility into who’s consuming what.

Availability

Private beta

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  • Create entity types and hierarchies
  • Hard limits for credits and metered features
  • Visibility and sorting across all entities and cardinalities

Early access

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  • Allocated budgets per entity
  • Soft limits
  • Alerts

The problem

Enterprise customers adopting AI features face a critical governance challenge: uncontrolled AI usage and spend. Without proper controls:
  • Individual users or agents can exhaust shared credit pools
  • Finance teams lack visibility into departmental consumption
  • IT admins cannot enforce cost boundaries across teams
  • Usage spikes cause unexpected billing surprises

What you can build

CapabilityDescription
Hierarchical budgets and limitsDistribute credits or restrict usage across complex org structures at any level — organization → department → team → user → AI agent
Real-time enforcementBlock operations the moment a limit is reached, with sub-millisecond check latency that doesn’t add delay to product flows
Automatic cost attributionA single usage event updates balances at every level of the hierarchy simultaneously — no need to report usage multiple times
Visibility and reportingQuery the full governance tree sliced by entity type, capability, or utilization to power dashboards and admin UIs
Self-service managementEmbed a governance interface so your customers’ admins can allocate budgets and set limits without involving your team
Slippage controlsSet hard limits that block on breach, or soft limits that allow overage and trigger alerts

How it works end to end

  1. You define the entity types once per environment — for example org, team, user, agent.
  2. Your backend provisions entity instances for each customer as they are created in your product (their org structure, team members, AI agents). This is a vendor-side operation, not customer-driven.
  3. Your customers set the actual budgets and limits through an in-app interface you build.
  4. Your application calls Check before any governed action and Ingest to record consumption.

Governance is opt-in

If an entity has no assignment, the Check endpoint grants access. You can roll out governance incrementally — ungoverned entities continue to work exactly as before.

Next steps

Core concepts

Understand entity types, entities, assignments, and the hierarchy model

Setting up governance

Step-by-step guide to configuring entity types, entities, and assignments

Check and ingest

Integrate the runtime check and ingest endpoints into your application

Query the governance tree

Fetch usage and budget data for dashboards and admin UIs