Text models

Opus 5.5 vs. Fable 5.1 for long tasks

Measure reliability and spending across a multi-stage assignment.

Define checkpoints

Use the same starting state and deliverables. At each checkpoint, record which requirements passed and whether the model can resume from saved work.

Include the cost of failed stages

Track retries, human correction, elapsed time, and tokens. Compare the total cost of the completed deliverable.

Models in this guide

Related guides and tools

Sources