---
updatedAt: 2026-01-30T06:47:36.000Z
agentTools:
  projectIndex: https://docs.cloudchipr.com/llms.txt
---

# AI Kubernetes Recommendations

The **Savings Opportunities** page provides an **AI based** list of cost optimization recommendations for **Kubernetes** workloads. Recommendations are generated automatically based on resource utilization and potential cost savings.

Each row in the table represents an individual opportunity, with details such as:

* **Opportunity Name and Type:** Describes the recommended action (e.g., rightsizing a node, deployment, or pod).
* **Description:** Summarizes the current situation that triggered the recommendation, such as underutilized resources or over-provisioned workloads.
* **Resource Type:** Identifies the Kubernetes resource (Node, Pod, Deployment, DaemonSet, StatefulSet).
* **Namespace:** Indicates the Kubernetes namespace where the resource resides.
* **Implementation Effort:** Provides a relative measure of the complexity involved in applying the recommendation.
* **Cluster:** Shows the associated Kubernetes cluster.
* **Monthly Savings:** Displays the estimated cost savings if the recommendation is implemented.

<Image align="center" border={false} src="https://files.readme.io/dacd57c39c6d2075d5673f824f01ec9cfb6eb912f51bf73d938413b624cf2747-CleanShot_2025-10-10_at_21.48.322x.png" />

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At the top of the  AI Kubernetes Savings page, several key metrics summarize the potential impact of applying recommendations:

* **Potential Monthly Savings** – shows the estimated amount you can save if you implement the listed recommendations.
* **Recommendation Value vs. Effort** – groups recommendations by the level of effort required (Low, Medium, High) and shows the total savings potential for each category.

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### Drawers

By clicking on the Opportunity it will open the Drawer where you can see the important data. Here you have abilities like:

* Select Grouping
  * Resource
  * Product Family
  * Usage Type
  * Item Description
* Change the Data range
* Set a Granularity
  * Daily
  * Weekly
  * Monthly
  * Quarterly
  * Yearly
* Change the Chart view
* Set a Cost Type
* See the Important Details about the particular instance

<Image align="center" border={false} src="https://files.readme.io/371d5fcce70dc6d8e73b26ab4e4b498b516f585101e16e63e8e74e19f03ffeef-CleanShot_2025-10-10_at_21.47.552x.png" />

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## AI Description

When you hover over the description under the **Description** column it tells you the reason why you should take the recommendation, what impact you will get after it and the alternative way.

<Image align="center" border={false} src="https://files.readme.io/6b28280c4d589931c2bcecac89d1adb5b08f1c0a8cfe2746ca0a83b9401b4205-CleanShot_2025-10-10_at_21.49.332x.png" />