Part 5/12:
In essence, synthetic performance metrics alone cannot determine if an LLM will be successful at scale within a business context. Organizations need a holistic evaluation framework that considers both technical capability and operational practicality.
Introducing an Enterprise-Focused Leaderboard
To bridge this gap, our team created a dual-dimensional leaderboard that evaluates LLMs along two main axes:
1. Enterprise Readiness
This encompasses factors that influence the practical deployment and integration of models:
Compatibility with enterprise infrastructure: Can the model be smoothly integrated into cloud environments, RAG pipelines, or agent frameworks?
Ease of use: Is the model accessible via standard APIs, open-source tools, or cloud services?