Deploy DeepSeek models locally and monitor with New Relic AI Monitoring (Ryan Kadrak) newrelic.com

The AI landscape is constantly evolving with the emergence of new models like DeepSeek-R1, Deepseek-V3, Kimi K-1.5, and Qwen-2.5-max. These advancements are democratizing AI development, enabling innovators and developers worldwide to access cutting-edge technologies without the prohibitive costs traditionally associated with such breakthroughs. However, the growing number of available models often raises critical questions: Which model is best suited for a specific application? How can one assess the impact of switching to a newer, higher-performing, or more cost-effective model?