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AI-Powered Smart Input Checks

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Smart Input Checks, formerly known as Anomaly Detection, is an AI-powered MaintainX® feature that analyzes historical data and trends to identify unexpected values a user enters in procedures or meter readings. It flags these values for further review.

  • Predict faults: Get notified at the earliest signs of equipment faults.
  • Eliminate errors: Identify values that might have been entered by mistake to improve data quality.
  • Minimize downtime: Deal with problems before equipment goes offline.
note

This article describes anomaly detection for values that people enter manually. To detect problems in the signals that your connected equipment sends to MaintainX, use monitors, which raise alerts for your team to review.

Where Can MaintainX Detect Unexpected Values?​

When you toggle anomaly detection on, the AI model spots unexpected values in:

  • Procedure fields in recurring and non-recurring work orders.

    To detect unexpected values in procedure fields, the procedure must have been used in at least three historical work orders. MaintainX can detect unexpected values in numerical fields such as Number, Amount, or Meter Reading fields.

  • Meter readings recorded manually, directly on a meter (i.e., not within a procedure).

    availability

    Unexpected value detection for meter readings is only available in the MaintainX web application.

Enable Smart Input Checks​

You can enable Smart Input Checks from the Work Order settings in the MaintainX web application.

  1. From the sidebar, select Settings then Features.
  2. On the Features page, navigate to the Work Orders section and select Set Preferences.
  3. On the Work Orders settings page, navigate to Procedures, and toggle Anomaly Detection on.

What Smart Input Checks Looks For​

MaintainX's AI model can detect unexpected values in procedure fields, or meter readings, that meet any of the following criteria:

  • Left blank.
  • Missing a decimal when the value usually has one, or vice versa.
  • Adding a decimal would bring the value you entered closer to the expected value. For example, if the past three values were 10, and you enter 102, a value of 10.2 would be closer to the expected value.
  • Are negative when the value is usually positive, or vice versa.
  • Out of the range that you'd expect based on past values.
  • Different from what you'd expect based on the current trend. For example, if a value that has been going down consistently suddenly goes up.

How to Handle Unexpected Values​

In a Procedure Field​

When MaintainX detects an unexpected value in a procedure field, it displays a short message that tells you how the value you entered is different from the expected value.

You can handle the unexpected value in the following ways:

ActionDescriptionResult
Correct the valueIf you entered an unexpected value by mistake, enter the correct value in the field.The message disappears, and you can continue working.
Reject the anomalyIf the value isn't really unexpected, select It's Expected.The unexpected value disappears, and you can continue working.
Confirm the anomalyIf the value is genuinely unexpected, select It's an Anomaly.New fields appear for you to add a picture and a note.

Add them as needed, and continue working.

Follow Up on a Confirmed Unexpected Value in a Procedure Field​

When you confirm an unexpected value in a procedure field, MaintainX does the following:

  • Records a flag on the work order where you confirmed the unexpected value.

    You can see the flag in the comment history for the work order where you confirmed the unexpected value.

  • When you save the work order, prompts you to create a corrective action.

    note

    You must set the Corrective Actions on Flags (including Anomalies) setting to Automatic with Prompt to get a corrective action prompt when MaintainX detects an unexpected value.

    You can find this setting in the Procedures section of the Work Orders settings (See Work Order Settings).

In a Meter Reading​

When MaintainX detects an unexpected value in a manual meter reading, it displays a short message that tells you how the value you entered is different from the expected value.

You can handle the unexpected value in the following ways:

ActionDescriptionResult
Correct the valueIf you entered an unexpected value by mistake, enter the correct value in the field.The message disappears, and you can submit the value to return to the meter details.
Reject the anomalyIf the value isn't unexpected, leave the Mark as Anomaly option toggled off.The message disappears, and you can submit the value to return to the meter details.
Confirm the anomalyIf the value is genuinely unexpected, toggle the Mark as Anomaly option on.MaintainX records the unexpected value on the meter. You can submit the value and return to the meter details.

If you look a the reading history for the meter, you'll see the reading marked as an unexpected value.

If you open the reading details, you'll see a message that identifies the type of unexpected value.