LLMOps – case study and best practices
With a Fortune 50 company based in the US, in the professional services industry, they had already been working with AI tools and using both Azure OpenAI and Azure ML in the cloud for almost a year. This organization was expanding its successful generative AI pilot worldwide and needed a repeatable way to develop, test, and deploy LLMs for its internal employees. Below are steps we wanted to share so others can know what to expect when applying an LLMOps strategy to an already existing generative AI ecosystem within an organization:
LLMOps field case study
- Executive vision and LLMOps strategy: For any organization to use LLMOps/generative AI/AI successfully, leadership buy-in and support are essential for the business groups and teams to then build out a repeatable framework. We had already gone through the journey of manually deploying models, and so next, we helped the CIO and his direct staff create a solid LLMOps strategy...