Beyond the model: Key differentiators in large language models and multi-agent services

Muskaan Goyal, Pranav Bhasin

With the launch of foundation models like DeepSeek, Manus AI, and Llama 4, it has become evident that large language models (LLMs) are no longer the sole defining factor in generat…