Added explanations for website and ai measurements (#99)

Author: ArneTR

content/en/docs/measuring/debugging.md

@@ -3,7 +3,7 @@ title: "Debugging measurements"
 description: "Debugging measurements"
 lead: ""
 date: 2022-06-15T08:48:45+00:00
-weight: 840
+weight: 860
 ---
 
 ## Debugging containers

content/en/docs/measuring/measuring-ai-ml-applications.md

@@ -0,0 +1,38 @@
+---
+title: "Measuring AI/ML applications"
+description: ""
+lead: ""
+date: 2025-05-23T01:49:15+00:00
+weight: 840
+toc: true
+---
+
+GMT can also measure AI/ML workloads.
+
+### Example for ML workload
+
+See [our example ML example application](https://github.com/green-coding-solutions/example-applications/tree/main/ml-model) to have a usage scenario for a simple Python ML workload to get started.
+
+### Example for GenAI Text LLM workload
+
+The simplest way is to use [ollama](https://ollama.com) as a manager and encapsulte it inside of the GMT.
+
+See [our example ollama LLM example application](https://github.com/green-coding-solutions/example-applications/tree/main/ai-model) to have a usage scenario to get started.
+
+#### Quick LLM query measuring
+
+Since LLM chat queries are so common GMT comes with a quick measurement function for that.
+
+In the root folder you find the `run-template.sh` file.
+
+Measure a sample query like this: `bash run-template.sh ai "How cool is the GMT?"`
+
+It will download ollama, setup the containers and download an example model (*gemma3:1b*). Once you got this quick measurement running iterate on it by using our [our example ollama LLM example application](https://github.com/green-coding-solutions/example-applications/tree/main/ai-model).
+
+Bonus tipp: If you apply `--quick` to the `run-template.sh` call the measurement is quicker for debugging purposes. However results will be not as reliable. Use only for debugging!
+
+#### Trying out our hosted service
+
+We operate [green-coding.ai](https://green-coding.ai) as a simple demo vertical that uses the underlying [Green Metrics Tool Cluster Hosted Service →]({{< relref "/docs/measuring/measuring-service/" >}}).
+
+Check it out if you do not feel like installing the GMT and just want to get carbon and energy info on single prompts.

content/en/docs/measuring/measuring-websites.md

@@ -0,0 +1,34 @@
+---
+title: "Measuring Websites"
+description: ""
+lead: ""
+date: 2025-05-23T01:49:15+00:00
+weight: 841
+toc: true
+---
+
+GMT can also measure websites and takes a multi-dimenisonal approach here:
+- The energy of the browser is measured to display and render the page
+- The network transfer energy is measured that was needed to download the HTML and page assets
+
+To isolate this as best as possible GMT orchestrates a reverse proxy, warms up the cache by pre-loading the full page once and only then does the final measurement.
+
+**Warning:** Measuring websites is very tricky! GMT shaves off some of the caveats by using reverse proxys and cache pre-loading to make results more reliable. Since measurement load times are in milliseconds range you must have [Metric Providers]({{< relref "/docs/measuring/metric-providers/" >}}) with very high *sampling_rates* connected. **2ms** is a good value. Also website measurements are really only realiable in a [controlled cluster]({{< relref "/docs/cluster/" >}}) with [accuracy control]({{< relref "/docs/cluster/accuracy-control/" >}}).
+
+#### Quick Website query measuring
+
+Since measuring websites is so common GMT comes with a quick measurement function for that.
+
+In the root folder you find the `run-template.sh` file.
+
+Measure a sample query like this: `bash run-template.sh website "https://www.green-coding.io"`
+
+It will download the needed containers, setup them up and run the measurement. Once you got this quick measurement running iterate on it by extending the [example measurement file](https://github.com/green-coding-solutions/green-metrics-tool/blob/main/templates/website/usage_scenario.yml) with more steps, for instance measuring all the sub-pages on your domain
+
+Bonus tipp: If you apply `--quick` to the `run-template.sh` call the measurement is quicker for debugging purposes. However results will be not as reliable. Use only for debugging!
+
+#### Trying out our hosted service
+
+We operate [website-tester.green-coding.io](https://website-tester.green-coding.io) as a simple demo vertical that uses the underlying [Green Metrics Tool Cluster Hosted Service →]({{< relref "/docs/measuring/measuring-service/" >}}).
+
+Check it out if you do not feel like installing the GMT and just want to get carbon and energy info on a single page.