Hamming AI · FinOps Profile

Hamming Ai Finops

FinOps view of Hamming AI spend. Hamming sells voice/LLM agent testing, evaluation, and observability through volume-based, sales-led plans rather than published per-unit rates. Cost drivers are primarily voice/call test volume (number and concurrency of simulated calls), experiment/evaluation runs, and production monitoring volume. Per-unit prices are not published, so this artifact is not reconciled.

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

It defines 5 billable meters, billed in USD, on a monthly cycle, and pricing category subscription-based.

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

Tagged areas include AI, Voice Agents, LLM, Testing, and Evaluation.

Category: AI and Machine Learning Pricing: Subscription-Based Billing: Monthly FOCUS v1.3
AIVoice AgentsLLMTestingEvaluationObservabilityFinOpsCost ManagementFOCUS

Framework Alignment

Framework
FinOps Foundation Framework
Data Spec
FOCUS v1.3

Charge Categories

UsagePurchase

FOCUS Columns

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

Meters

voice_test_calls
Unit: calls
Simulated voice/call test calls placed against agents during test runs.
experiment_runs
Unit: runs
Experiment / evaluation runs executed over datasets.
evaluation_items
Unit: items
Experiment items (per dataset item) evaluated and scored.
monitored_calls
Unit: calls
Production call logs ingested for monitoring and scoring.
traces
Unit: traces
Trace events ingested from instrumented agents.

Sources

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