AI Alert Cohorts

With Conviva AI alert cohorts, customize the root cause groups monitored for AI alert performance and view the cardinality of alerting cohort combinations to understand the scale of the alert monitoring.

The Conviva AI Alerting system actively monitors the specified cohorts for anomalies and calculates a cohort baseline with a variation range for metrics. It determines this range using the mean and standard deviation from historical data. The system evaluates the recent traffic against this range and detects an anomaly if the traffic exceeds the upper boundary range or threshold. Once an anomaly is detected, the system triggers the diagnosis process to decide whether to issue an alert, considering the sensitivity settings and root cause group of the event.

Each AI alert cohort requires a minimum of ongoing activities during each 1-minute interval to qualify for alerting. This qualification is based on the crucial AI alert sensitivity settings.

  • 25 Attempts

  • 25 Concurrent Plays

  • 25 Ended Plays

The system displays the sessions linked to the root cause group of each generated alert and the affected views due to the alert. Each AI alert has an assigned severity (Info, Warning, Critical) that helps determine the impact of the alert condition.

For more information on AI alerts, alert severity, and sensitivity controls, see AI Alerts.

Custom Dimension Values

Custom dimensions enhance AI Alerts by displaying the list of scanned dimension values and dimension combinations analyzed by the AI alert system and allowing the addition of new dimensions and dimension value combinations. Custom dimensions are configured as single dimensions or in groups of two or three to focus AI alerting on specific performance areas, such as an underperforming channel or a combination of CDN edge server and OS family.

Note: Due to the high number of assets entities for most publishers, the Asset dimension cannot be combined with any other dimensions.

The AI Cohorts page clarifies the AI alert process by displaying the available dimension groups and dimension value combinations, both individually and in combinations. This format enhances understanding of the AI alert scanning process and highlights the valid dimension/value combinations actively monitored for AI alert conditions.

Each dimension value and combination of dimension values must reach a minimum of 25 Attempts, Concurrent Plays, or Ended Plays within the last minute to qualify for AI alert analysis. Consequently, many dimension combinations may not meet the criteria for valid AI alert combinations, which reduces the number of displayed combinations.

Dimension Combination Example

For example, the analyzed combinations for a group of two dimensions with two values each (four dimension / value combinations) may result in only two valid AI alerting combinations scanned for AI alert conditions.

Dimensions /
Values
Combinations of Dimensions / Values (4)

Analyzed Combinations for AI Alert Conditions (2)

CDN:
Akamai, Limelight

Akamai: Windows
(20 Attempts, 15 Plays, 15 Ended Plays)*

Akamai: iOS
(27 Attempts, 15 Plays, 15 Ended Plays)

Limelight: Windows
(33 Attempts, 25 Plays, 15 Ended Plays)

Limelight: iOS
(22 Attempts, 19 Plays, 19 Ended Plays)*

Akamai: iOS

Limelight: Windows

* Note: Akamai: Windows and Limelight: iOS did not meet the minimum activity requirements of 25 Attempts, or 25 Concurrent Plays, or 25 Ended Plays.

OS Family:
Windows, iOS

For information on combination limits, see Dimension Combination Limits.

Note: To create multiple-dimension combinations, make sure the desired dimensions are first added as Single Dimension Combinations.

Displaying Dimension Groups

To display the Al Alerts dimension groups,

Click AI Alerts and Scanning x Combinations.

Image: Scanning x Combinations

OR

Click AI Cohorts from the left Navigation menu, to see the AI Cohorts page.

Image: Navigation menu

Image: AI Cohorts

Adding a Custom Dimension

Note:  Only Admins can add, edit or delete the dimensions.

  1. Click the Plus "+" icon next to the dimension group list to add a dimension from the displayed dimension list.

    Image: + Icon

    The dimension list contains standard, ads, geo, and custom dimensions, but the displayed dimensions can vary based on the account privileges.

  2. Click +Add Dimension to add the selected dimension to the list.

    Image: Add Dimension

    The dimension gets added to the list. The plus "+ " icon indicates new dimensions can be added. After the dimension limit is reached, this icon is no longer visible. It becomes visible again when dimensions are removed.

    The system takes one day to initialize the any new AI Alerts and dimension combinations.

    Note:  If the "Addition in Progress..." status displays for over 24 hours, select other dimension as the traffic is too low to compute.

    Image: Traffic Low Warning

    Adding Multiple Dimension Combinations

       To create multiple-dimension combinations, make sure the desired dimensions are first added as Single Dimension Combinations.

    Note:   Due to the high number of assets entities for most publishers, the Asset dimension cannot be combined with any other dimensions.

    Image: AI Cohorts

    • Click the + icon and select the dimension from the drop-down.

    • Click +Add Dimensions to add the selected dimension to the list.

    2 Dimensions

    Image: Create 2 Dimension Combination

    • The first dimension drop-down lists the dimensions from the displayed single dimensions.

      Note:  Single dimension acts as a parent level to the 2 Dimension Combination level.

    • The second dimension drop-down lists all the dimensions (standard+custom) available in the system.

    3 Dimensions

    Image: Create 3 Dimension Combination

    • The first dimension drop-down lists the dimensions combinations from the two dimension combination list.

      Note:  Two dimension Combination acts as a parent level to the 3 Dimension Combination level.

    • The second dimension drop-down lists all the dimensions (standard+custom) available in the system.

    Create a combination using the parent level and any dimension the account supports.

    For example, create a combination with the dimensions Browser + Browser Versions without adding Browser Version at the first (single) level dimension.

    Similarly, create a combination with Device Name + Device Operating System + Device Operating System Version without including the Device Operating System and Device Operating System Version at the first (single) level dimension.

    While creating an combination, select the dimensions combinations which

Dimension Combination Limits

To enhance AI alerting, create at most 10 custom dimension(s) at dashboard level for both base and upgraded account customers.

Note:  Contact your Conviva Support representative to adjust the combination limits (increase or decrease) by upgrading your account settings based on the requirement.

Use Case

Create a combination using the parent level and any dimension the account supports.

For example, create a combination with the dimensions CDN + Countries at the Second (two) level dimension. The Precision algorithm monitors the CDN and blacklists the Primary CDN when playback fails and the VPF metric exceeds the threshold. It then diverts traffic to the backup CDN. Simultaneously the AI alerts generates an alert.

Deleting a Custom Dimension

Upon reaching the dimension limit, remove existing dimensions to add new ones.

To delete a dimension,

  1. Click the x icon in the dimension box and click the Delete button to delete the dimension.

    Image: Delete Combination

 

The system may display this error message to address the complexity and high number of values in multi-dimensional groups, signalling that it needs more time to process the combinations and complete the update.

Image: Error fetching combinations

Note:  The message can also appear if the overall traffic is too low to compute any alerts. The traffic volume must meet the minimum requirements for alert processing.

Once the system resources become available, the error message is no longer displayed.

Tracking Custom Dimensions Updates

This page logs the chronological list of updates made to the AI dimension combinations to track and monitor AI alert dimension updates.

Image: AI Alerts Logs

 

AI Alerts Custom dimension Cohorts AI Alerts Custom dimension AI Alerts Custom dimension Cohorts Custom dimension Cohorts custom root cause groups root cause groups Cohorts