免费

Why LLaMA 4 Models Perform Differently Across 5 Providers

When working with advanced language models like the newly released LLaMA 4, you might expect consistent performance across different providers. However, testing the Scout and Maverick models across five API providers—Meta Hosting, OpenRouter, Grok, Together AI, and Fireworks AI—revealed significant differences in output quality, speed, and token limits. These findings highlight the importance of understanding provider-specific configurations and conducting thorough evaluations to align with your unique use case.In this article, Prompt Engineering look deeper into how the LLaMA 4 Scout and Maverick models performed across five major API providers—Meta Hosting, OpenRouter, Grok, Together AI, and Fireworks AI. Spoiler alert: the results were anything but uniform. From speed and token limits to output quality, the differences were striking and often unexpected. But don’t worry—if you’re feeling overwhelmed by the idea of choosing the right provider, we’ve got you covered. By the end of thi…