Toloka · FinOps Profile

Toloka Finops

FinOps view of Toloka spend. Toloka cost is driven by human-data work: requesters pay a reward per completed assignment (task suite) at a rate they set per pool, multiplied by overlap and task volume, plus platform commission and any bonuses issued to Tolokers. Managed human-data engagements are billed per contract. Per-assignment rewards, commission rates, and managed-service pricing are not publicly listed and are not reconciled in this artifact.

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

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

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

Tagged areas include Data Labeling, Crowdsourcing, Human-in-the-Loop, Training Data, and AI.

Category: AI and Machine Learning Pricing: Usage-Based Billing: Prepaid FOCUS v1.3
Data LabelingCrowdsourcingHuman-in-the-LoopTraining DataAIFinOpsCost ManagementFOCUS

Framework Alignment

Framework
FinOps Foundation Framework
Data Spec
FOCUS v1.3

Charge Categories

UsagePurchaseAdjustment

FOCUS Columns

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

Meters

assignment_rewards
Unit: assignments
Reward paid per completed assignment (task suite), at the per-pool rate.
platform_commission
Unit: assignments
Toloka commission applied on top of rewards paid to Tolokers.
bonuses
Unit: bonuses
Discretionary bonuses issued to Tolokers via the User Bonuses API.
managed_engagement
Unit: contracts
Sales-led managed human-data engagement billed per contract.

Sources