Dev Tools · 2h ago
Don't pick an AI model from leaderboards alone
Choosing an AI model for production based solely on leaderboard rankings is a common mistake. A better approach is to build a model selection logbook that tracks latency, cost, and task-specific performance. Running small controlled tests with just ten prompts can reveal mismatches before full integration.
Meridian48 take
The article's advice is solid but understates how many teams still rely on benchmarks; the logbook method is a practical antidote to hype-driven model selection.
ai-model-selectionproduction-best-practices