Generative AI operations
Generative Artificial Intelligence Operations, or GenAI Ops (sometimes called LLMOps), describes the operational practices and strategies for managing large language model (LLM) based applications in production. This framework adapts traditional MLOps principles to the unique demands of generative AI agents, including prompt engineering, agent orchestration, and human-AI interaction.
Some ways GenAI Ops can support AI agent projects
- Ensures operational reliability and ethical compliance
- Supports continuous monitoring, retraining, and versioning
- Enables scalable deployment and governance of GenAI models
- Standardizes workflows for prompt engineering and model release
- Promotes agility through modular architectures and reusable components
GenAI Ops maturity levels
These are the four GenAI Ops maturity levels, with suggested steps to move to the next level.
Level 1 - Initial
Your organization is at the initial foundational stage of GenAIOps maturity. You're exploring the capabilities of LLMs but haven't yet developed structured practices or systematic approaches.
Begin by familiarizing yourself with different LLM APIs and their capabilities. Next, start experimenting with structured prompt design and basic prompt engineering.
Level 2 - Defined
Your organization has started to systematize LLM operations, with a focus on structured development and experimentation. You have implemented safety guardrails and content filtering with manual evaluations, to minimize fabrications and apply RAI best practices. However, there's room for more sophisticated integration and optimization.
To improve your capabilities and skills, learn how to develop more complex prompts and begin integrating them effectively into applications.
Level 3 - Managed
Your organization is managing advanced LLM workflows with proactive monitoring, evaluation pipelines with built-in and/or custom evaluators, and structured deployment strategies. You're close to achieving operational excellence.
To expand your base knowledge, focus on continuous improvement and innovation in your LLM applications.
Level 4 - Optimized
Your organization demonstrates operational excellence in GenAIOps. You have a sophisticated approach to LLM application development, deployment, safety, security, and monitoring.
As LLMs evolve, you want to maintain your cutting-edge position by staying updated with the latest LLM advancements.