Part 4/12:
Several well-known AI leaderboards—such as those from Hugging Face, Berkeley, or other academic institutions—excel at evaluating models on traditional NLP tasks like text summarization, translation, or question answering. However, they often ignore critical business factors:
Ease of integration into existing IT ecosystems
Compatibility with infrastructure (e.g., cloud platforms, frameworks)
Long-term viability in changing enterprise environments
Cost and speed considerations for deployment
Domain adaptation and coverage pertinent to specific industries