After an AI demo disaster exposed critical flaws in prompt reliability, a developer discovered that treating LLM outputs as testable functions—using vitest and GitHub Actions—eliminated regressions without specialized tooling. This approach challenges the industry's rush toward complex evaluation platforms by proving existing CI/CD infrastructure is sufficient.