Skip to main content

Service History Insight (Beta)

How does the Service History Insight function work

Written by Laszlo Malinovszky
Updated over a week ago

Service History Insight helps you quickly understand whether a current issue has happened before, and whether there is a recurring pattern in your past work orders.

It reviews your recent structured service history and summarizes relevant findings directly inside the work order screen.

This feature does not replace technician diagnosis. It provides context from previous jobs so your team can make better-informed decisions.


How It Works

When you enter a description in a work order, Service History Insight:

  1. Looks at recent relevant work orders.

  2. Filters by:

    • Matching asset (if used)

    • Keyword similarity in the description

    • Topic/subtype

  3. Prioritizes the most recent relevant entries.

  4. Identifies:

    • Recurring issues

    • Previously documented root causes

    • Relevant past recommendations

It ignores unrelated equipment and routine noise where possible.

The goal is to surface patterns — not to generate assumptions.


What It Requires

For the feature to activate and provide reliable insight:

  • At least 3 previous work orders must exist.

  • The current description must contain at least 30 characters.

  • The more detailed the description, the better the result.

Short descriptions such as:

"Freezer issue"

will not provide meaningful context.

More helpful descriptions:

"Evaporator fan motor keeps turning off intermittently during operation"

produce significantly better analysis.

The system works best when technicians document:

  • What failed

  • Observed symptoms

  • What was repaired or replaced

  • Whether the issue was fully resolved


Why Detailed Descriptions Matter

Service History Insight relies on structured history and written technician notes.

The more specific your team is about:

  • Parts replaced

  • Observed causes

  • Repeated conditions

  • Safety concerns

  • Unresolved issues

the more accurate and helpful the insights will be.

If descriptions are vague, the system cannot detect meaningful patterns.


Strongly Recommended: Use Assets

Using the Assets feature significantly improves accuracy.

When assets are assigned:

  • History is grouped per equipment unit.

  • Patterns are not mixed across different machines.

  • Replacement history stays tied to the correct unit.

  • Recurring failures are easier to detect.

Without assets, the system relies only on text similarity, which may reduce precision — especially for companies managing many similar devices.

For best results:

  • Create assets for each maintained unit.

  • Attach assets to every relevant work order.

  • Keep asset naming consistent.

This keeps service history structured and reliable.


Example Scenario

If a freezer repeatedly shows:

  • Ice buildup

  • Temperature instability

  • Defrost cycle issues

Service History Insight will highlight those recurring patterns from previous work orders so your team can determine whether the problem is new or ongoing.

If no recurring issues are found, it will indicate that no recent pattern exists.


What It Does Not Do

  • It does not diagnose the equipment.

  • It does not replace technician judgment.

  • It does not invent issues not documented in your history.

It only summarizes what has already been recorded.


Best Practices for Maximum Value

  1. Write clear and specific descriptions.

  2. Always document the root cause when identified.

  3. Mark issues as resolved when applicable.

  4. Use Assets consistently.

  5. Avoid one-line vague notes.

Over time, the quality of your documentation directly improves the quality of insights.


Beta Notice

Service History Insight is currently in Beta.
It is designed to assist — not replace — your team’s professional expertise.

We welcome feedback as we continue improving accuracy and filtering.

Did this answer your question?