diff --git a/README.md b/README.md
index c5f8d7c1..4bba71ac 100644
--- a/README.md
+++ b/README.md
@@ -18,7 +18,7 @@
.
How KRR works
.
- Free KRR UI
+ KRR UI
Usage
ยท
@@ -77,16 +77,16 @@ _View Instructions for: [Prometheus](#prometheus-victoria-metrics-and-thanos-aut
[](#integrations)
-_View instructions for: [Seeing recommendations in a UI](#free-ui-for-krr-recommendations), [Sending recommendations to Slack](#slack-notification), [Setting up KRR as a k9s plugin](#k9s-plugin), [Azure Blob Storage Export with Teams Notification](#azure-blob-teams-integration)_
+_View instructions for: [Seeing recommendations in a UI](#ui-for-krr-recommendations), [Sending recommendations to Slack](#slack-notification), [Setting up KRR as a k9s plugin](#k9s-plugin), [Azure Blob Storage Export with Teams Notification](#azure-blob-teams-integration)_
### Features
-- **No Agent Required**: Run a CLI tool on your local machine for immediate results. (Or run in-cluster for weekly [Slack reports](#slack-integration).)
+- **No Agent Required**: Run a CLI tool on your local machine for immediate results. (Or run in-cluster for weekly [Slack reports](#slack-notification).)
- **Prometheus Integration**: Get recommendations based on the data you already have
-- **Explainability**: [Understand how recommendations were calculated with explanation graphs](#free-krr-ui-on-robusta-saas)
+- **Explainability**: [Understand how recommendations were calculated with explanation graphs](#krr-ui-on-robusta-saas)
- **Extensible Strategies**: Easily create and use your own strategies for calculating resource recommendations.
-- **Free SaaS Platform**: See why KRR recommends what it does, by using the [free Robusta SaaS platform](https://platform.robusta.dev/signup/?benefits=krr&utm_source=github&utm_medium=krr-readme&utm_content=features-free-saas-platform).
-- **Agentic Cost Savings**: Go beyond KRR's rule-based recommendations with [HolmesGPT](#free-krr-ui-on-robusta-saas) โ an AI agent that investigates your cluster to find and fix cost-saving opportunities, and generates fixes for KRR's recommendations.
+- **SaaS Platform**: See why KRR recommends what it does, by using the [Robusta SaaS platform](https://platform.robusta.dev/signup/?benefits=krr&utm_source=github&utm_medium=krr-readme&utm_content=features-saas-platform).
+- **Agentic Cost Savings**: Go beyond KRR's rule-based recommendations with [HolmesGPT](#krr-ui-on-robusta-saas) โ an AI agent that investigates your cluster to find and fix cost-saving opportunities, and generates fixes for KRR's recommendations.
- **Future Support**: Upcoming versions will support custom resources (e.g. GPUs) and custom metrics.
### How Much Can I Expect to Save with KRR?
@@ -108,9 +108,9 @@ Read more about [how KRR works](#how-krr-works)
| Installation Location ๐ | โ
Not required to be installed inside the cluster, can be used on your own device, connected to a cluster | โ Must be installed inside the cluster |
| Workload Configuration ๐ง | โ
No need to configure a VPA object for each workload | โ Requires VPA object configuration for each workload |
| Immediate Results โก | โ
Gets results immediately (given Prometheus is running) | โ Requires time to gather data and provide recommendations |
-| Reporting ๐ | โ
Json, CSV, Markdown, [Web UI](#free-ui-for-krr-recommendations), and more! | โ Not supported |
+| Reporting ๐ | โ
Json, CSV, Markdown, [Web UI](#ui-for-krr-recommendations), and more! | โ Not supported |
| Extensibility ๐ง | โ
Add your own strategies with few lines of Python | :warning: Limited extensibility |
-| Explainability ๐ | โ
[See graphs explaining the recommendations](#free-krr-ui-on-robusta-saas) | โ Not supported |
+| Explainability ๐ | โ
[See graphs explaining the recommendations](#krr-ui-on-robusta-saas) | โ Not supported |
| Custom Metrics ๐ | ๐ Support in future versions | โ Not supported |
| Custom Resources ๐๏ธ | ๐ Support in future versions (e.g., GPU) | โ Not supported |
| Autoscaling ๐ | ๐ Support in future versions | โ
Automatic application of recommendations |
@@ -194,7 +194,7 @@ We do **not** recommend installing KRR from source in airgapped environments due
In-Cluster
Apart from running KRR as a CLI tool you can also run KRR inside your cluster. We suggest installing KRR via the Robusta Platform
-. It gives you a free UI with some features like the following
+. It gives you a UI with some features like the following
* View application usage history graphs on which recommendations are based.
* Get application, namespace and cluster level recommendations.
* YAML configuration to apply the suggested recommendation and more
@@ -242,7 +242,7 @@ All above examples show running command as `krr ...`, replace it with `python kr
### Additional Options
-- [View KRR Reports in a Web UI](#free-ui-for-krr-recommendations)
+- [View KRR Reports in a Web UI](#ui-for-krr-recommendations)
- [Receive KRR Reports Weekly in Slack](#slack-notification)
### Environment-Specific Instructions
@@ -261,9 +261,9 @@ Setup KRR for...
If your llm provider url uses a certificate from a custom CA, in order to trust it, base-64 encode the certificate, and store it in an environment variable named ``CERTIFICATE``
-## Free KRR UI on Robusta SaaS
+## KRR UI on Robusta SaaS
-We highly recommend using the [free Robusta SaaS platform](https://platform.robusta.dev/signup/?benefits=krr&utm_source=github&utm_medium=krr-readme&utm_content=free-krr-ui-robusta-saas-platform). You can:
+We highly recommend using the [Robusta SaaS platform](https://platform.robusta.dev/signup/?benefits=krr&utm_source=github&utm_medium=krr-readme&utm_content=krr-ui-robusta-saas-platform). You can:
- Understand individual app recommendations with app usage history
- Sort and filter recommendations by namespace, priority, and more
@@ -473,7 +473,7 @@ Robusta KRR uses the following Prometheus queries to gather usage data:
[_Need to customize the metrics? Tell us and we'll add support._](https://github.com/robusta-dev/krr/issues/new)
-Get a free breakdown of KRR recommendations in the [Robusta SaaS](#free-krr-ui-on-robusta-saas).
+Get a breakdown of KRR recommendations in the [Robusta SaaS](#krr-ui-on-robusta-saas).
### Algorithm
@@ -653,10 +653,10 @@ For discovering Prometheus it scans services for those labels:
## Integrations
-
-Free UI for KRR recommendations
+
+UI for KRR recommendations
-We highly recommend using the [free Robusta SaaS platform](https://platform.robusta.dev/signup/?benefits=krr&utm_source=github&utm_medium=krr-readme&utm_content=integrations-free-robusta-saas-platform). You can:
+We highly recommend using the [Robusta SaaS platform](https://platform.robusta.dev/signup/?benefits=krr&utm_source=github&utm_medium=krr-readme&utm_content=integrations-robusta-saas-platform). You can:
- Understand individual app recommendations with app usage history
- Sort and filter recommendations by namespace, priority, and more
@@ -858,7 +858,7 @@ Distributed under the MIT License. See [LICENSE.txt](https://github.com/robusta-
## Support
-If you have any questions, feel free to contact **support@robusta.dev** or message us on [robustacommunity.slack.com](https://bit.ly/robusta-slack)
+If you have any questions, contact **support@robusta.dev** or message us on [robustacommunity.slack.com](https://bit.ly/robusta-slack)
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