Standard Laravel AI tests using Agent::fake() only verify that code runs, not that AI output quality is acceptable. This post covers building a proper evaluation pipeline for a ticket classifier using the Laravel AI SDK: a golden dataset for deterministic fields, an LLM-as-judge approach for free-text outputs, and a regression gate to catch prompt regressions before they reach production.
661 Impressions