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arize-prompt-optimization - Optimize prompts with Arize trace data

Extracts prompts from Arize traces and uses evaluations, annotations, and experiment data to generate improved prompts with the ax CLI.

Tags

Updated: 2026-10-05

Capabilities

Typical Inputs

Typical Outputs

What this skill does

  • Extract prompts from spans
  • Inspect prompt structures
  • Gather performance signals
  • Analyze evaluation feedback
  • Compare outputs with ground truth
  • Generate revised prompts

Inputs

  • Arize project
  • Arize space
  • Trace or span identifiers
  • Trace data
  • Evaluation data
  • Annotation data
  • Dataset name
  • Experiment name

Outputs

  • Extracted prompts
  • Performance analysis
  • Revised prompts
  • Exported trace files
  • Exported dataset files
  • Exported experiment files

Requirements

  • ax CLI
  • Configured Arize profile
  • Arize data access
  • LLM provider credentials or integration

Source

  • Spec: SKILL.md
prompt optimization
prompt engineering
LLM evaluation
trace analysis
Arize
ax CLI
Extract prompts from spans
Inspect prompt structures
Gather performance signals
Analyze evaluation feedback
Arize project
Arize space
Trace or span identifiers
Extracted prompts
Performance analysis
Revised prompts