Docs/Finops/Models Pricing

Models & Pricing

Every cost number in the platform comes from a model definition — the rule that says how to recognize a model in your traces and what it charges per token. Keeping these accurate is what makes FinOps trustworthy.

Manage model definitions under Settings → Models. The platform ships with built-in definitions for common models; add custom ones for anything it doesn't know.

What a model definition contains

FieldPurpose
Match patternA pattern that identifies the model name in incoming generations, so cost is applied to the right calls.
PricingInput and output token prices, used to compute cost.
TokenizerHow tokens are counted (important when usage isn't reported by the provider).
MaintainerBuilt-in (platform-provided) or custom (yours).

How cost is computed

For each generation, cost = (input tokens × input price) + (output tokens × output price), using the matched definition's pricing. If your trace already includes usage and cost from the provider, that's used directly; otherwise the platform applies your model definition.

Built-in vs. custom models

  • Built-in models are maintained for you and are read-only. You can clone one to customize its pricing.
  • Custom models cover anything the platform doesn't know about — self-hosted, fine-tuned, or newly released models. Define the match pattern, pricing, and tokenizer.

Check coverage

In Settings → Models, confirm the models in your traces have definitions. Generations with no matching definition won't have accurate cost.

Add a custom model

For an unrecognized model, create a definition: match pattern, input/output prices, and tokenizer.

Verify

Send a trace using that model and confirm cost appears correctly in AI Usage.

If costs look wrong or missing, it's almost always a model-definition gap — an unmatched model name or stale pricing. Start your debugging here.

Next steps

  • AI Usage — see the cost your definitions produce.
  • AI Optimizer — accurate pricing makes savings estimates reliable.
  • Sending Data In — include model and token details for best results.
© 2026 ANTS Platform, Inc.Docs v1.0 · Last updated June 2026