Design, build, and operate the classification engine, including data ingestion, model selection, evaluation infrastructure, and the feedback loop that incorporates customer corrections.
Build and maintain production-grade data pipelines that synchronize usage and billing data from third-party AI provider APIs, with robust error handling, retry logic, rate limiting, and reconciliation.