Worked examples for routing support messages, interpreting decision probabilities and comparing hosted or self-hosted models. Start with a recorded case, then adapt the method to your own labeled tasks.

Build a review policy around labeled cases, error costs and model disagreement. See why probability and confidence are different fields.


Inspect a recorded customer-message sample, exact questions and three model answers, then build a routing rubric for your own inbox.


Separate hosted Clef and Perplexity APIs from a deployable Strands checkpoint, then compare control, setup work and total cost.
