Refuel · FinOps Profile

Refuel Ai Finops

FinOps view of Refuel spend. Refuel Cloud is a sales-led enterprise platform with no published list pricing; cost is driven by data volume and the number of rows transformed through datasets, tasks, and deployed applications, plus any custom finetuning. The open-source autolabel library has no Refuel cost - spend flows entirely to the underlying LLM provider's per-token rates. Specific Refuel Cloud rates are not reconciled in this artifact.

Refuel Ai Finops is the FinOps profile for Refuel on the APIs.io network, aligned with the FinOps Foundation Framework.

It defines 4 billable meters, billed in USD, on a monthly cycle, and pricing category usage-based.

The profile maps 8 FOCUS columns for cost-allocation reporting.

Tagged areas include AI, LLM, Data Labeling, Data Enrichment, and Autolabel.

Category: AI and Machine Learning Pricing: Usage-Based Billing: Monthly FOCUS v1.3
AILLMData LabelingData EnrichmentAutolabelFinOpsCost ManagementFOCUS

Framework Alignment

Framework
FinOps Foundation Framework
Data Spec
FOCUS v1.3

Charge Categories

UsagePurchaseAdjustment

FOCUS Columns

BillingCurrency
USD
ChargeCategory
Usage
InvoiceIssuerName
Refuel
PricingCategory
Usage-Based
ProviderName
Refuel
PublisherName
Refuel
ServiceCategory
AI and Machine Learning
ServiceName
Refuel Cloud

Meters

rows_transformed
Unit: rows
Rows of data labeled / enriched through datasets, tasks, and deployed applications.
label_requests
Unit: requests
Realtime calls to the application label endpoint.
finetuning_runs
Unit: runs
Custom model finetuning runs executed on the platform.
llm_provider_tokens
Unit: tokens
Tokens consumed at the underlying LLM provider when using the open-source autolabel library; billed by that provider, not by Refuel.

Sources