Execution AI: Recommended Actions for Machines

Last updated: September 25, 2026

What Is Recommended Actions for Machines?

When equipment experiences issues, identifying failure patterns and knowing the right corrective action typically requires searching manually through lengthy dispatch logs.

Recommended Actions for Machines surfaces immediate AI insights directly on your Machine Dashboard and Machine Landing Page. Powered by ExecutionAI, this feature analyzes historical root cause analyses, failure patterns, and previous fixes to automatically summarize the next best action for your machine in a concise, actionable format.

Key Benefits

  • Faster Time to Resolution: Instantly see recommended fixes without manually digging through past dispatch logs.

  • Proactive Downtime Mitigation: Easily spot recurring failure patterns before they lead to major equipment failures.

  • One-Click Deep Dives: Expand recommendations into full interactive chats to explore comprehensive historical data and suggested solutions.

How It Works

  1. View the Banner: When a machine has open dispatches, a concise summary banner appears directly on the Machine Dashboard and Machine Landing Page.

  2. Review the Insight: The banner displays an AI-generated recommended action based on past root cause analyses and corrective action trends.

  3. Explore Further ("Learn More"): Click the Learn More button on the banner to open the full Machine Analysis Solver inside ExecutionAI.

  4. Take Immediate Action: From the ExecutionAI chat, you can directly access relevant PMs, checklists, or create a new Dispatch with a single click.

Frequently Asked Questions

Q: How often are the recommended actions updated?

A: Recommendations automatically refresh inline whenever meaningful changes occur in the underlying machine history data.

Q: Does this require manual prompts?

A: No. The preview banner generates automatically on the machine dashboard whenever there are active dispatches.