TL;DR Systematic prompt testing has become essential as AI applications move to production. This guide examines five leading platforms: Maxim AI delivers comprehensive prompt lifecycle management with experimentation, simulation, evaluation, and production monitoring for cross-functional teams. Braintrust provides evaluation-first development with GitHub Actions integration. PromptLayer offers simplified version control