diff --git a/.github/actions/run-terraform-docs/action.yml b/.github/actions/run-terraform-docs/action.yml
new file mode 100644
index 00000000..84a34a5f
--- /dev/null
+++ b/.github/actions/run-terraform-docs/action.yml
@@ -0,0 +1,18 @@
+name: Run Terraform Docs
+description: --
+
+runs:
+  using: "composite"
+  steps:
+    - uses: actions/checkout@v3
+      with:
+        ref: ${{ github.event.pull_request.head.ref }}
+
+    - name: Render terraform docs and push changes back to PR
+      uses: terraform-docs/gh-actions@main
+      with:
+        working-dir: "${{ env.terraform_workingdir }}"
+        output-file: README.md
+        output-method: inject
+        git-push: "true"
+        args: --hide providers --hide requirements --hide modules
\ No newline at end of file
diff --git a/.github/workflows/application-insights.yml b/.github/workflows/application-insights.yml
index 20568af4..28c9911e 100644
--- a/.github/workflows/application-insights.yml
+++ b/.github/workflows/application-insights.yml
@@ -74,4 +74,17 @@ jobs:
     - name: Unit-test
       run: go test -v -timeout 45m 
       env:
-        GOPATH: "/home/runner/work/azure-labs-modules/azure-labs-modules/${{ env.terraform_workingdir }}"
\ No newline at end of file
+        GOPATH: "/home/runner/work/azure-labs-modules/azure-labs-modules/${{ env.terraform_workingdir }}"
+
+  terraform-docs:
+    name: Run Terraform Docs
+    needs: 
+      - terratest
+    runs-on: ubuntu-latest
+
+    steps:
+    - name: Check out code
+      uses: actions/checkout@v3
+
+    - name: Render terraform docs and push changes back to PR
+      uses: ./.github/actions/run-terraform-docs
\ No newline at end of file
diff --git a/terraform/application-insights/README.md b/terraform/application-insights/README.md
new file mode 100644
index 00000000..7c61d416
--- /dev/null
+++ b/terraform/application-insights/README.md
@@ -0,0 +1,29 @@
+<!-- BEGIN_TF_DOCS -->
+## Resources
+
+| Name | Type |
+|------|------|
+| [azurerm_application_insights.adl_appi](https://registry.terraform.io/providers/hashicorp/azurerm/latest/docs/resources/application_insights) | resource |
+
+## Inputs
+
+| Name | Description | Type | Default | Required |
+|------|-------------|------|---------|:--------:|
+| <a name="input_application_type"></a> [application\_type](#input\_application\_type) | Specifies the type of Application Insights to create. | `string` | `"web"` | no |
+| <a name="input_basename"></a> [basename](#input\_basename) | Basename of the module. | `string` | n/a | yes |
+| <a name="input_internet_ingestion_enabled"></a> [internet\_ingestion\_enabled](#input\_internet\_ingestion\_enabled) | Should the Application Insights component support ingestion over the Public Internet? | `bool` | `false` | no |
+| <a name="input_internet_query_enabled"></a> [internet\_query\_enabled](#input\_internet\_query\_enabled) | Should the Application Insights component support querying over the Public Internet? | `bool` | `false` | no |
+| <a name="input_location"></a> [location](#input\_location) | Location of the resource group. | `string` | n/a | yes |
+| <a name="input_module_enabled"></a> [module\_enabled](#input\_module\_enabled) | Variable to enable or disable the module. | `bool` | `true` | no |
+| <a name="input_rg_name"></a> [rg\_name](#input\_rg\_name) | Resource group name. | `string` | n/a | yes |
+| <a name="input_tags"></a> [tags](#input\_tags) | A mapping of tags which should be assigned to the deployed resource. | `map(string)` | `{}` | no |
+
+## Outputs
+
+| Name | Description |
+|------|-------------|
+| <a name="output_id"></a> [id](#output\_id) | n/a |
+| <a name="output_instrumentation_key"></a> [instrumentation\_key](#output\_instrumentation\_key) | n/a |
+| <a name="output_name"></a> [name](#output\_name) | n/a |
+| <a name="output_resource_group_name"></a> [resource\_group\_name](#output\_resource\_group\_name) | n/a |
+<!-- END_TF_DOCS -->
\ No newline at end of file