Gen3 Admin Financial Controls Storage Pricing - GT-Edge-AI/GT-AI-OS GitHub Wiki

Storage Pricing (Financial Controls)

Start Here

  1. Open Financial Controls from the Control Panel sidebar.
  2. Select the Storage Pricing tab [route: /dashboard/billing?tab=storage|Storage Pricing tab].
  3. Review each Meter row (dataset and document GiB-month meters).
  4. Set Price / GiB-month and confirm Active is enabled for meters you bill against.
  5. Click Save storage pricing.
  6. Have a tenant owner confirm the Storage line on Observability → Billing after retained content accumulates.

Why this matters

Inference pricing does not include long-lived datasets and documents. Storage meters apply a deployment-wide unit price per gibibyte-month so infrastructure-credit burn and tenant billing analytics can show retention cost separately from model tokens.

Details

Storage pricing is configured on /dashboard/billing (tab storage). It is independent of Model Pricing and Infrastructure Balance base-fee settings on the same page.

Default storage meters

GT AI OS ships two hot-storage meters (meter keys are fixed; operators edit display name, unit price, unit label, and active flag):

Meter key Default display name Unit
storage.dataset_hot_gib_month Dataset storage USD per GiB-month
storage.document_hot_gib_month Document storage USD per GiB-month

The page header summarizes Current configured storage-price total as the sum of active row Price / GiB-month values (a quick sanity check, not a forecast of tenant usage).

Editing unit prices

For each meter card:

Field Editable Purpose
Meter No Stable identifier consumed by metering (storage.dataset_hot_gib_month, etc.)
Display name Yes Operator-facing label on this page
Price / GiB-month Yes Dollar amount charged per GiB-month of retained hot storage
Unit Yes Display string (default USD per GiB-month)
Active Yes When disabled, the meter should not apply active pricing

Enter prices with up to six decimal places (step="0.000001"). Click Save storage pricing to persist; there is no separate “reset online” for storage—policy is fully operator-defined.

Example starting posture (adjust for your environment):

Meter Example price / GiB-month
Dataset storage 0.15
Document storage 0.02

Relationship to tenant Billing → Storage

Surface Role
Control Panel Storage Pricing Sets deployment-wide unit rates per meter
Tenant Observability → Storage tab Usage and retention analytics (GiB footprint, trends)
Tenant Observability → Billing tab (owners only) Settled spend breakdown including Storage alongside inference

Tenant users and managers do not configure prices; they consume analytics. Only tenant owners see Billing. After you change storage unit prices, owners should refresh Billing over a window where dataset/document retention is non-zero to confirm the Storage line moves with policy.

Model inference charges on the same Billing view come from Model Pricing; do not duplicate storage cost in per-model token fields.

Best practices

  • Set storage prices when billing is enabled and you expect chargeback for retained datasets/documents.
  • Keep dataset and document meters on different rates if your cost model treats embeddings corpora vs uploaded files differently.
  • Document internal rationale in Financial Controls Financial details or change tickets—not in tenant-visible copy.
  • Review tenant Storage tab utilization before raising unit prices (identify stale datasets driving GiB-month burn).
  • Coordinate with Models embedding defaults when dataset storage grows after catalog changes.

Troubleshooting

Symptom Check
Billing Storage line is zero Financial controls enabled; meter Active; save succeeded; retention actually present in tenant Storage tab
Storage total on CP page looks wrong Sum is unit-price catalog only—verify each Price / GiB-month, not tenant GiB usage
Owners cannot see billing Role must be tenant owner; managers never receive Billing tab per Observability

GT Helper

Ask GT Helper:

  • “What is the difference between dataset and document storage meters?”
  • “Where do tenant owners see storage charges?”
  • “How do I disable storage billing for a meter?”

Related pages