AWS Marketplace launches an AI agent skill for usage-based metering integration

Posted on: Sep 30, 2026

AWS announces the general availability of the AWS Marketplace metering agent skill, an AI-guided experience that helps sellers build, deploy, and validate a usage-based (pay-as-you-go) SaaS metering integration from within their AI coding assistant. The skill guides sellers through the complete integration journey — gathering their product type, pricing model, and usage dimensions; recommending the correct metering API; generating integration code and a customized AWS CloudFormation stack tailored to their configuration; and running an end-to-end test against AWS Marketplace before any production code ships.

Previously, sellers integrating metering navigated documentation, workshops, and trial-and-error API calls, where common mistakes such as mismatched dimension names or invalid timestamps create billing gaps discovered days later. The metering agent skill cross-validates dimensions against the seller's actual product configuration, applies built-in guardrails, deploys a serverless metering pipeline (using ResolveCustomer API, BatchMeterUsage API, and Amazon EventBridge for subscription events), and verifies the integration with a live test. It also supports Concurrent Agreements and helps existing sellers inspect, debug, and analyze their metering records.

The skill is available through the AWS MCP Server in any AI coding assistant that supports MCP, including Amazon Q Developer, Kiro, and other MCP-compatible clients, with no plugin installation required.

To get started, visit Configuring metering for usage with SaaS subscriptions.