Lightlines
By arize-ai

arize-prompt-optimization

arize-ai

Turn production failures into stronger prompts.

prompt engineering

What it does

Improves LLM prompts by analyzing production traces, evaluations, annotations, datasets, and experiment results.

When to use it

Use when the user wants to optimize, debug, tune, or improve an LLM or system prompt.

How to use it

Ask it to optimize a prompt; it returns revised prompt messages and a brief explanation of the changes.

Uses


Access · 5

This skill

Arize profile

Write

Updates your Arize profile (irreversible)

LLM provider

Write

Sends prompt data to an LLM

Arize experiments

Execute

Starts Arize experiments

Arize

Read

Reads your Arize performance data

Good to know

  • cannot be undone: Arize profile

What you need · 5

Requires ax 0.33.0 or higher.

Requires an Arize profile configured for the CLI.

Uses jq to extract prompts, join records, find failures, and compare experiment scores.

The Arize API key can be loaded from a saved CLI profile.


About this skill

Visibility
Public
Repository
arize-ai/arize-skills
Created
Oct 8, 2026
Updated
Oct 8, 2026
Files
4