productadminmulti-tenant

DeltaLLM Tiers: Manage Model Access and Pricing Across All Your Customers

DeltaLLM now has Tiers — reusable model packages that let you define which models, RPM/TPM limits, and pricing apply to each customer plan. One tier, many organizations.

DeltaLLM Team August 18, 2026 6 min read

One of the most common questions from teams running DeltaLLM for multiple customers is: how do I give different organizations access to different models, with different rate limits and pricing, without configuring every single organization by hand?

Tiers are the answer. A tier is a reusable model package — define it once, assign it to as many organizations as you like, and every organization on that tier gets the same model access, limits, and pricing automatically.

What a Tier Defines

A tier answers four questions for every organization assigned to it:

  • Which models can this organization use?
  • What RPM and TPM limits apply per model?
  • What customer price is charged for those models?
  • Which shared capacity pool protects scarce model capacity?

Instead of opening each organization and editing model grants one by one, you create the tier once and assign it. Updating the tier's active version cascades to every assigned organization instantly.

The Simple Mental Model

Think of a tier as a customer plan:

TierModelsLimitsPricingBest for
StarterLow-cost models onlyLow RPM and TPMStandard pricingTrials and small customers
GrowthLow-cost + selected premium modelsMedium RPM and TPMDiscounted or custom pricingPaying teams
EnterpriseApproved premium modelsHigh RPM and TPMContract pricingLarge customers

Create these three tiers and you can onboard any new customer in seconds — pick their plan, assign the tier, done.

Step 1: Define Your Tier

Open the Tiers catalog in the admin UI and create a new tier. Give it a name, add the models you want to include, set per-model RPM and TPM limits, and configure pricing. The tier starts as a draft — you can keep editing until you're ready.

DeltaLLM Tiers definition UI showing models, limits, and pricing configuration
Define which models are included, what limits apply, and what pricing is charged — all in one place.

When you're satisfied, activate the draft. From that moment, the tier is live and ready to be assigned.

Step 2: Assign the Tier to an Organization

Open any organization and assign the tier as its primary service tier. DeltaLLM creates the assignment in a single database transaction — the organization, the assignment, and the cache-invalidation record are all written atomically, so there's no window where the organization exists without a valid tier.

DeltaLLM organization drawer showing tier assignment
Pick the tier when creating or editing an organization — the selected plan's model access and limits apply immediately.
When tier policy is in enforce mode, a primary tier is required when creating an organization. In shadow mode, the tier is staged but legacy Asset Access remains authoritative — perfect for a gradual rollout.

Versioning Without Surprises

Tiers use a draft-and-activate workflow so you never accidentally push a half-finished change to live traffic:

  • Draft — editable, not serving traffic. Create one by cloning the active version.
  • Live — the active version all assigned organizations use.
  • Live + Draft — you have an active version serving traffic and a separate draft being prepared. Normal for any change in progress.

When you activate a draft, DeltaLLM shows a change preview and the number of organizations that will be affected. The activation only goes through if both the draft revision and the active-version pointer still match the preview — protecting against race conditions when two admins are working simultaneously.

Active and archived versions are immutable. To revisit an old configuration, use Restore as draft — it clones the archived version into a new editable draft without rewriting history or moving the live pointer.

How Tiers Interact with Asset Access

Tiers and Asset Access answer different questions and work together:

ControlMain questionTypical use
Tier assignmentWhat model package is this organization on?Plans such as starter, growth, or enterprise
Asset AccessWhich runtime scope can use which callable target?Route groups, team/key/user restrictions

For platform-managed models, the tier defines the ceiling — which models the organization can reach and at what limits. Asset Access within the organization (teams, API keys, route groups) can narrow that package further, but never expand it beyond what the tier allows.

  • If the organization has no active tier assignment, normal Asset Access controls model visibility.
  • If the organization has an active tier, the tier's allowed platform-managed models become authoritative. Legacy per-model grants for those models are ignored.
  • Team and key Asset Access can still restrict the tier package — they just can't expand it.
Creator-managed models have a separate sharing policy rather than becoming part of the platform’s tier package. Additional team and API-key restrictions can still limit access. See how to share models and prompts with your team.

Custom Tiers for Special Customers

Sometimes one customer needs different model access, limits, or pricing than anyone else on the standard plans. The right approach is to create a custom tier (or clone an existing one) rather than using organization-level fields to re-implement the same policy.

In enforce mode, DeltaLLM actively prevents this kind of drift — the API rejects new organization-level per-model limit maps and organization Asset Access writes while an active tier is assigned. The tier is the single source of truth.

If an organization already had legacy per-model RPM/TPM maps before its tier was assigned, the Service Policy card shows a warning. Those legacy safety caps still apply alongside the tier. Reproduce the required limits on the tier first, then use Clear legacy model caps to remove them.

Why This Matters for Multi-Tenant Deployments

Before tiers, scaling to many organizations meant either accepting configuration drift (every org slightly different) or writing external automation to keep things in sync. Now:

  • One change updates everyone — activate a new tier version and all assigned organizations instantly get the updated model access and limits.
  • Onboarding is instant — create an organization, pick a tier, done. No manual model grants.
  • Pricing is consistent — the tier enforces the right customer price, so billing reports are accurate without manual audits.
  • History is preserved — every tier version is archived. You can always see what a customer was on at any point in time.

Getting Started

Tiers are available in the DeltaLLM admin UI under the Tiers section. Start by creating your standard plans — Starter, Growth, Enterprise — then assign them when creating or editing organizations. You can migrate existing organizations by assigning a tier and using shadow mode to validate the policy before switching to enforce.

Full documentation is available at deltallm.readthedocs.io/en/latest/admin-ui/tiers/.

Try DeltaLLM

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