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Move fast, evaluate confidently.

Arize helps AI product managers to iterate faster and ship
trusted AI that works.

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Why AI PM workflows are different

AI products don’t behave the same way twice, even when the inputs look identical.

For product managers, that means success depends on understanding, not assumption. Arize AX gives product managers the visibility and tools to understand how AI performs and guide it toward better outcomes.

The AI PM Workflow

TRAINING DATA

Build a strong foundation

Build a strong foundation with prompts and golden data that help you explore, test, and improve your AI from day one.

  • Create datasets directly from agent conversations, prompts, or spreadsheets
  • Generate and annotate data in context – no-code required
  • Explore, augment, and visualize agent behavior before shipping
Build a strong foundation

Evaluation

Define success with evals

Evals are the answer for measurable, repeatable definitions of quality — accuracy, reasoning, and safety become metrics you can track.

  • Author evals directly in the platform (with help from Alyx as well)
  • Score models and prompts across datasets, use cases, prompt versions
  • Compare results side by side to spot regressions early
Define success with evals

Production Monitoring

Learn from real-world usage patterns

Shipping an AI feature is just the beginning. Arize AX lets you see how it behaves in production. Trace model inputs, user interactions, and frustration in real-time.

  • Identity changes in prompt responses before they impact users
  • Visualize eval scores over time to track quality trends
  • Drill down into problematic samples and debug with Alyx co-pilot
  • Continuously evaluate model consistency and reliability in live environments
Learn from real-world usage patterns

Prompt & Eval IDE

Collaborate with stakeholders through shared evals

The best AI teams speak a common language. That language is evals.

Product managers, engineers, and stakeholders can work side by side in one shared environment

  • Co-create eval criteria inside shared projects
  • Annotate, label, and iterate together on samples
  • Set up custom dashboards and monitors that connect to product KPIs
Collaborate with stakeholders through shared evals

Lead with clarity. Learn with every release.

Arize AX helps PMs understand how AI behaves, align their teams, and turn learning into measurable progress.

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