AI Model Evaluation
Benchmark pages and social rankings rarely match your prompts. Use a simple rubric and identical inputs to evaluate models for your task.
Evaluation criteria
- Accuracy and factuality for your domain
- Prompt adherence and format compliance
- Latency and reliability
- Cost per successful task
- Consistency across re-runs
- Safety and refusal behaviour
Recommended workflow
- Define success criteria before you look at outputs
- Run the same prompt across models side by side
- Score with a checklist or scorecard
- Re-test after provider model updates