diff --git a/docs/developing_a_pheval_plugin.md b/docs/developing_a_pheval_plugin.md
index d069caf2d..c63f56643 100644
--- a/docs/developing_a_pheval_plugin.md
+++ b/docs/developing_a_pheval_plugin.md
@@ -19,7 +19,7 @@ The plugin goal is to be flexible through custom runner implementations. This pl
 ## Step-by-Step Plugin Development Process
 
 The plugin structure is derived from a [cookiecutter](https://cookiecutter.readthedocs.io/en/stable/) template, [Sphintoxetry-cookiecutter](https://github.com/hrshdhgd/sphintoxetry-cookiecutter), and it uses [Sphinx](https://www.sphinx-doc.org/en/master/), [tox](https://tox.wiki/en/latest/) and [poetry](https://python-poetry.org) as core dependencies.
-This allows PhEval extensibility to be standardized in terms of documentation and dependency management.
+This allows PhEval extensibility to be standardised in terms of documentation and dependency management.
 
 ### 1. Sphintoxetry-cookiecutter scaffold
 
@@ -36,7 +36,7 @@ pip install cruft
 Next, create a project using the sphintoxetry-cookiecutter template.
 
 ```
-cruft create https://github.com/monarch-initiative/monarch-project-template
+cruft create https://github.com/monarch-initiative/pheval-runner-template
 ```
 
 ### 2. Further setup
@@ -53,12 +53,6 @@ pip install poetry
 poetry install
 ```
 
-#### Add PhEval dependency
-
-```
-poetry add pheval
-```
-
 #### Run tox to see if the setup works
 
 ```
@@ -67,22 +61,19 @@ poetry run tox
 
 ### 3. Implement PhEval Custom Runner
 
-_The runner name is arbitrary and custom Runner name was chose by demonstrative purposes_
-
-Create a runner file inside the plugin project, e.g:
-
-![a](./imgs/plugin_example_folder_structure.png)
-
+In the project structure generated by Cookiecutter, you'll find `runner.py` located in the `src` directory. This is where you'll define the methods required to develop the plugin. Specifically, you'll implement the prepare, run, and post-process methods, which are essential for executing the pheval run command.
 ```python
-"""Custom Pheval Runner."""
+"""Runner."""
+
 from dataclasses import dataclass
 from pathlib import Path
+
 from pheval.runners.runner import PhEvalRunner
 
 
 @dataclass
-class CustomPhevalRunner(PhEvalRunner):
-    """CustomPhevalRunner Class."""
+class CustomRunner(PhEvalRunner):
+    """Runner class implementation."""
 
     input_dir: Path
     testdata_dir: Path
@@ -92,29 +83,31 @@ class CustomPhevalRunner(PhEvalRunner):
     version: str
 
     def prepare(self):
-        """prepare method."""
+        """Prepare."""
         print("preparing")
 
     def run(self):
-        """run method."""
-        print("running with custom pheval runner")
+        """Run."""
+        print("running")
 
     def post_process(self):
-        """post_process method."""
+        """Post Process."""
         print("post processing")
 
 ```
 
-### 4. Add PhEval Plugins section to the pyproject.toml file
+
+The Cookiecutter will automatically populate the plugins section in the `pyproject.toml` file. If you decide to modify the path of `runner.py` or rename its class, be sure to update the corresponding entries in this section accordingly:
 
 ```toml
 [tool.poetry.plugins."pheval.plugins"]
-customrunner = "pheval_plugin_example.runner:CustomPhevalRunner"
+customrunner = "pheval_plugin_example.runner:CustomRunner"
 ```
 
-==Replace the value above with the path to your custom runner plugin==
+> Please Note that the path here and naming of the class is case sensitive.
+
 
-### 5. Implementing PhEval helper methods
+### 4. Implementing PhEval helper methods
 
 Streamlining the creation of your custom PhEval runner can be facilitated by leveraging PhEval's versatile helper methods, where applicable.
 
diff --git a/docs/imgs/plugin_example_folder_structure.png b/docs/imgs/plugin_example_folder_structure.png
deleted file mode 100644
index 69ced8daf..000000000
Binary files a/docs/imgs/plugin_example_folder_structure.png and /dev/null differ