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Gen3 Admin Financial Controls

GT AI OS Release edited this page Jun 11, 2026 · 5 revisions

Financial Controls

Start Here

  1. Open Financial Controls.
  2. Review Infra Credits posture separately from Base fees and variable usage pricing.
  3. Update model pricing tables when Models catalog changes.
  4. Lock or document explanatory notes before saving billing changes.

Why this matters

Financial controls affect chargeback and budgets—separate base fees from variable usage to avoid silent policy drift.

Details

Financial Controls is the active Gen 3 billing-policy workspace. It combines billing enablement, Infra Credits pool posture, Base fees, budget enforcement, model pricing, storage pricing, and allocation management on one Control Panel route.

What the current page supports

The live page includes:

  • billing status review
  • billing enable/disable control
  • Infra Credits balance, warning/critical/hard-stop thresholds, and enforcement toggles
  • Base fees amount, interval, start date, lock posture, and backfill behavior
  • budget and enforcement policy
  • model-pricing configuration
  • storage-pricing configuration
  • allocation creation and review

Terminology

UI label Meaning
Infra Credits Deployment-wide infrastructure credit pool consumed by inference, storage, memory embeddings, and related meters
Base fees Recurring base infrastructure fee (shown as Base fee on individual ledger rows) charged against the Infra Credits balance

Major sections

Billing status

Use this section to confirm whether billing is enabled and whether the deployment has the license posture needed for billing-aware workflows.

Budget settings

Use budget settings to define warning, critical, or hard-stop posture and the general enforcement model for the deployment's Infra Credits balance. Tenant Observability billing views use the same remaining-credit language.

Model pricing

This section controls the prices attached to configured models. Keep it aligned with the actual provider catalog so observability and budget posture remain meaningful.

Deep-dive runbooks:

Storage pricing

Use storage-pricing controls when the deployment tracks retained content cost as part of billing posture.

See Storage pricing for dataset/document GiB-month meters and tenant Billing verification.

Allocations

Use allocations to divide or label spending posture in a more structured way than a single shared pool.

Recommended operator workflow

  1. Confirm billing is enabled only when the deployment is ready for it.
  2. Review the budget policy.
  3. Update model prices after any material provider-catalog change.
  4. Review storage-pricing assumptions.
  5. Create or adjust allocations only after the baseline policy is sound.

What this page does not do

  • It does not activate the enterprise license. Use License.
  • It does not manage the underlying inference provider connectivity. Use Models.

Best practices

  • Change pricing soon after provider or model changes so analytics stay trustworthy.
  • Treat enforcement posture as an operational policy decision, not just a UI toggle.
  • Review tenant-facing billing analytics after major policy updates to confirm the outcome is understandable to tenant users.

Related pages

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