Survey Finds Production AI Model Swaps Take Months

A VentureBeat Intelligence survey reveals that swapping AI models in production applications typically takes weeks or months of engineering work rather than a simple configuration change. While gateways make changing models easy, differences in model behavior, harnesses, and performance require extensive testing and rework to maintain application reliability. Open article →