Usage Event Metering and Aggregation

Precise token and task metering replaces request counting for AI billing.

Choosing metering granularity wrong destroys margins, breaks pricing, and kills customer trust.

OpenTelemetry captures billing signals but lacks reconciliation and accuracy safeguards.

Distributed metering systems fail silently when events arrive late or out of order.

Usage isolation failures stay silent until they appear on a customer's invoice.

Keeping AI credit limits enforced in fifty milliseconds flat.

Real-time catches usage violations instantly; batch discovers them too late.

Duplicate events are inevitable in distributed systems and must be caught before they inflate bills.

Build your pipeline to handle billing-scale traffic before it breaks in production.