Part 7/12:
By combining these dimensions, our leaderboard provides a dynamic, real-world evaluation tool tailored to enterprise requirements—something existing scores overlook.
Operationalizing the Evaluation: How We Do It
Our approach is rooted in practical, scenario-based testing. For each evaluated LLM, we examine:
Implementation complexity: How easily can the model be integrated with common IT frameworks?
Performance on specific business tasks: Using curated questions emulating actual enterprise queries, we measure accuracy and speed.
Cost analysis: Estimating the expense of deployment at scale.
Long-term viability: Considering factors such as model updates, domain coverage, and infrastructure support.