diff --git a/.github/aw/actions-lock.json b/.github/aw/actions-lock.json
index 8a25eeb8..f22e6fdc 100644
--- a/.github/aw/actions-lock.json
+++ b/.github/aw/actions-lock.json
@@ -89,6 +89,11 @@
       "repo": "github/gh-aw/actions/setup",
       "version": "v0.50.4",
       "sha": "90ebf8057e8e005103b8d123732d2c64c30e9b27"
+    },
+    "github/gh-aw/actions/setup@v0.50.5": {
+      "repo": "github/gh-aw/actions/setup",
+      "version": "v0.50.5",
+      "sha": "a7d371cc7e68f270ded0592942424548e05bf1c2"
     }
   }
 }
diff --git a/.github/workflows/gh-aw-docs-patrol-external.lock.yml b/.github/workflows/gh-aw-estc-docs-patrol-external.lock.yml
similarity index 98%
rename from .github/workflows/gh-aw-docs-patrol-external.lock.yml
rename to .github/workflows/gh-aw-estc-docs-patrol-external.lock.yml
index df0ba24f..3d4f4eea 100644
--- a/.github/workflows/gh-aw-docs-patrol-external.lock.yml
+++ b/.github/workflows/gh-aw-estc-docs-patrol-external.lock.yml
@@ -39,9 +39,9 @@
 #
 # inlined-imports: true
 #
-# gh-aw-metadata: {"schema_version":"v1","frontmatter_hash":"6e8148d197697e6bcbd937883265e67c2d25912aad7bfc2ed69da7453e45a210"}
+# gh-aw-metadata: {"schema_version":"v1","frontmatter_hash":"369d282daea2183c783dc3fe8fff0c2400b86ca4ea4ea30d3dc9dd5a76f771e0"}
 
-name: "Docs Patrol External"
+name: "Estc Docs Patrol External"
 "on":
   # bots: # Bots processed as bot check in pre-activation job
   # - ${{ inputs.allowed-bot-users }} # Bots processed as bot check in pre-activation job
@@ -94,9 +94,9 @@ permissions: {}
 
 concurrency:
   cancel-in-progress: true
-  group: docs-patrol-external
+  group: estc-docs-patrol-external
 
-run-name: "Docs Patrol External"
+run-name: "Estc Docs Patrol External"
 
 jobs:
   activation:
@@ -132,7 +132,7 @@ jobs:
       - name: Check workflow file timestamps
         uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8
         env:
-          GH_AW_WORKFLOW_FILE: "gh-aw-docs-patrol-external.lock.yml"
+          GH_AW_WORKFLOW_FILE: "gh-aw-estc-docs-patrol-external.lock.yml"
         with:
           script: |
             const { setupGlobals } = require('/opt/gh-aw/actions/setup_globals.cjs');
@@ -541,7 +541,7 @@ jobs:
       GH_AW_SAFE_OUTPUTS: /opt/gh-aw/safeoutputs/outputs.jsonl
       GH_AW_SAFE_OUTPUTS_CONFIG_PATH: /opt/gh-aw/safeoutputs/config.json
       GH_AW_SAFE_OUTPUTS_TOOLS_PATH: /opt/gh-aw/safeoutputs/tools.json
-      GH_AW_WORKFLOW_ID_SANITIZED: ghawdocspatrolexternal
+      GH_AW_WORKFLOW_ID_SANITIZED: ghawestcdocspatrolexternal
     outputs:
       checkout_pr_success: ${{ steps.checkout-pr.outputs.checkout_pr_success || 'true' }}
       detection_conclusion: ${{ steps.detection_conclusion.outputs.conclusion }}
@@ -662,7 +662,7 @@ jobs:
               model: "${{ inputs.model }}",
               version: "",
               agent_version: "0.0.417",
-              workflow_name: "Docs Patrol External",
+              workflow_name: "Estc Docs Patrol External",
               experimental: false,
               supports_tools_allowlist: true,
               run_id: context.runId,
@@ -1256,7 +1256,7 @@ jobs:
         if: always() && steps.detection_guard.outputs.run_detection == 'true'
         uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8
         env:
-          WORKFLOW_NAME: "Docs Patrol External"
+          WORKFLOW_NAME: "Estc Docs Patrol External"
           WORKFLOW_DESCRIPTION: "Detect code changes that require updates to published Elastic documentation"
           HAS_PATCH: ${{ steps.collect_output.outputs.has_patch }}
         with:
@@ -1371,7 +1371,7 @@ jobs:
         env:
           GH_AW_AGENT_OUTPUT: ${{ env.GH_AW_AGENT_OUTPUT }}
           GH_AW_NOOP_MAX: "1"
-          GH_AW_WORKFLOW_NAME: "Docs Patrol External"
+          GH_AW_WORKFLOW_NAME: "Estc Docs Patrol External"
         with:
           github-token: ${{ secrets.GH_AW_GITHUB_TOKEN || secrets.GITHUB_TOKEN }}
           script: |
@@ -1384,7 +1384,7 @@ jobs:
         uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8
         env:
           GH_AW_AGENT_OUTPUT: ${{ env.GH_AW_AGENT_OUTPUT }}
-          GH_AW_WORKFLOW_NAME: "Docs Patrol External"
+          GH_AW_WORKFLOW_NAME: "Estc Docs Patrol External"
         with:
           github-token: ${{ secrets.GH_AW_GITHUB_TOKEN || secrets.GITHUB_TOKEN }}
           script: |
@@ -1397,10 +1397,10 @@ jobs:
         uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8
         env:
           GH_AW_AGENT_OUTPUT: ${{ env.GH_AW_AGENT_OUTPUT }}
-          GH_AW_WORKFLOW_NAME: "Docs Patrol External"
+          GH_AW_WORKFLOW_NAME: "Estc Docs Patrol External"
           GH_AW_RUN_URL: ${{ github.server_url }}/${{ github.repository }}/actions/runs/${{ github.run_id }}
           GH_AW_AGENT_CONCLUSION: ${{ needs.agent.result }}
-          GH_AW_WORKFLOW_ID: "gh-aw-docs-patrol-external"
+          GH_AW_WORKFLOW_ID: "gh-aw-estc-docs-patrol-external"
           GH_AW_SECRET_VERIFICATION_RESULT: ${{ needs.agent.outputs.secret_verification_result }}
           GH_AW_CHECKOUT_PR_SUCCESS: ${{ needs.agent.outputs.checkout_pr_success }}
           GH_AW_SAFE_OUTPUT_MESSAGES: "{\"footer\":\"${{ inputs.messages-footer || '---\\n[What is this?](https://ela.st/github-ai-tools) | [From workflow: {workflow_name}]({run_url})\\n\\nGive us feedback! React with 🚀 if perfect, 👍 if helpful, 👎 if not.' }}\",\"activationComments\":\"false\"}"
@@ -1417,7 +1417,7 @@ jobs:
         uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8
         env:
           GH_AW_AGENT_OUTPUT: ${{ env.GH_AW_AGENT_OUTPUT }}
-          GH_AW_WORKFLOW_NAME: "Docs Patrol External"
+          GH_AW_WORKFLOW_NAME: "Estc Docs Patrol External"
           GH_AW_RUN_URL: ${{ github.server_url }}/${{ github.repository }}/actions/runs/${{ github.run_id }}
           GH_AW_AGENT_CONCLUSION: ${{ needs.agent.result }}
           GH_AW_NOOP_MESSAGE: ${{ steps.noop.outputs.noop_message }}
@@ -1466,8 +1466,8 @@ jobs:
       GH_AW_ENGINE_ID: "copilot"
       GH_AW_ENGINE_MODEL: "${{ inputs.model }}"
       GH_AW_SAFE_OUTPUT_MESSAGES: "{\"footer\":\"${{ inputs.messages-footer || '---\\n[What is this?](https://ela.st/github-ai-tools) | [From workflow: {workflow_name}]({run_url})\\n\\nGive us feedback! React with 🚀 if perfect, 👍 if helpful, 👎 if not.' }}\",\"activationComments\":\"false\"}"
-      GH_AW_WORKFLOW_ID: "gh-aw-docs-patrol-external"
-      GH_AW_WORKFLOW_NAME: "Docs Patrol External"
+      GH_AW_WORKFLOW_ID: "gh-aw-estc-docs-patrol-external"
+      GH_AW_WORKFLOW_NAME: "Estc Docs Patrol External"
     outputs:
       code_push_failure_count: ${{ steps.process_safe_outputs.outputs.code_push_failure_count }}
       code_push_failure_errors: ${{ steps.process_safe_outputs.outputs.code_push_failure_errors }}
diff --git a/.github/workflows/gh-aw-docs-patrol-external.md b/.github/workflows/gh-aw-estc-docs-patrol-external.md
similarity index 99%
rename from .github/workflows/gh-aw-docs-patrol-external.md
rename to .github/workflows/gh-aw-estc-docs-patrol-external.md
index d1fcadfe..a539553e 100644
--- a/.github/workflows/gh-aw-docs-patrol-external.md
+++ b/.github/workflows/gh-aw-estc-docs-patrol-external.md
@@ -1,6 +1,6 @@
 ---
 inlined-imports: true
-name: "Docs Patrol External"
+name: "Estc Docs Patrol External"
 description: "Detect code changes that require updates to published Elastic documentation"
 imports:
   - gh-aw-fragments/elastic-tools.md
@@ -62,7 +62,7 @@ on:
   bots:
     - "${{ inputs.allowed-bot-users }}"
 concurrency:
-  group: docs-patrol-external
+  group: estc-docs-patrol-external
   cancel-in-progress: true
 permissions:
   contents: read
diff --git a/.github/workflows/gh-aw-docs-pr-review.lock.yml b/.github/workflows/gh-aw-estc-docs-pr-review.lock.yml
similarity index 99%
rename from .github/workflows/gh-aw-docs-pr-review.lock.yml
rename to .github/workflows/gh-aw-estc-docs-pr-review.lock.yml
index 658c8ebb..5fd58791 100644
--- a/.github/workflows/gh-aw-docs-pr-review.lock.yml
+++ b/.github/workflows/gh-aw-estc-docs-pr-review.lock.yml
@@ -37,9 +37,9 @@
 #
 # inlined-imports: true
 #
-# gh-aw-metadata: {"schema_version":"v1","frontmatter_hash":"7da5c787f8f5e0641c14bcb3504a5f15cad20c035506dbf8c3ea5767acab5b7c"}
+# gh-aw-metadata: {"schema_version":"v1","frontmatter_hash":"4d37878672e48d55828843fa53868c69a363044054c6d1c9ed92a2d38f24ee49"}
 
-name: "Docs PR Review"
+name: "Estc Docs PR Review"
 "on":
   # bots: # Bots processed as bot check in pre-activation job
   # - ${{ inputs.allowed-bot-users }} # Bots processed as bot check in pre-activation job
@@ -97,9 +97,9 @@ permissions: {}
 
 concurrency:
   cancel-in-progress: true
-  group: docs-pr-review-${{ github.event.pull_request.number }}
+  group: estc-docs-pr-review-${{ github.event.pull_request.number }}
 
-run-name: "Docs PR Review"
+run-name: "Estc Docs PR Review"
 
 jobs:
   activation:
@@ -135,7 +135,7 @@ jobs:
       - name: Check workflow file timestamps
         uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8
         env:
-          GH_AW_WORKFLOW_FILE: "gh-aw-docs-pr-review.lock.yml"
+          GH_AW_WORKFLOW_FILE: "gh-aw-estc-docs-pr-review.lock.yml"
         with:
           script: |
             const { setupGlobals } = require('/opt/gh-aw/actions/setup_globals.cjs');
@@ -567,7 +567,7 @@ jobs:
       GH_AW_SAFE_OUTPUTS: /opt/gh-aw/safeoutputs/outputs.jsonl
       GH_AW_SAFE_OUTPUTS_CONFIG_PATH: /opt/gh-aw/safeoutputs/config.json
       GH_AW_SAFE_OUTPUTS_TOOLS_PATH: /opt/gh-aw/safeoutputs/tools.json
-      GH_AW_WORKFLOW_ID_SANITIZED: ghawdocsprreview
+      GH_AW_WORKFLOW_ID_SANITIZED: ghawestcdocsprreview
     outputs:
       checkout_pr_success: ${{ steps.checkout-pr.outputs.checkout_pr_success || 'true' }}
       detection_conclusion: ${{ steps.detection_conclusion.outputs.conclusion }}
@@ -679,7 +679,7 @@ jobs:
               model: "${{ inputs.model }}",
               version: "",
               agent_version: "0.0.417",
-              workflow_name: "Docs PR Review",
+              workflow_name: "Estc Docs PR Review",
               experimental: false,
               supports_tools_allowlist: true,
               run_id: context.runId,
@@ -1322,7 +1322,7 @@ jobs:
         if: always() && steps.detection_guard.outputs.run_detection == 'true'
         uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8
         env:
-          WORKFLOW_NAME: "Docs PR Review"
+          WORKFLOW_NAME: "Estc Docs PR Review"
           WORKFLOW_DESCRIPTION: "Docs PR review from an Elastic technical writer perspective"
           HAS_PATCH: ${{ steps.collect_output.outputs.has_patch }}
         with:
@@ -1437,7 +1437,7 @@ jobs:
         env:
           GH_AW_AGENT_OUTPUT: ${{ env.GH_AW_AGENT_OUTPUT }}
           GH_AW_NOOP_MAX: "1"
-          GH_AW_WORKFLOW_NAME: "Docs PR Review"
+          GH_AW_WORKFLOW_NAME: "Estc Docs PR Review"
         with:
           github-token: ${{ secrets.GH_AW_GITHUB_TOKEN || secrets.GITHUB_TOKEN }}
           script: |
@@ -1450,7 +1450,7 @@ jobs:
         uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8
         env:
           GH_AW_AGENT_OUTPUT: ${{ env.GH_AW_AGENT_OUTPUT }}
-          GH_AW_WORKFLOW_NAME: "Docs PR Review"
+          GH_AW_WORKFLOW_NAME: "Estc Docs PR Review"
         with:
           github-token: ${{ secrets.GH_AW_GITHUB_TOKEN || secrets.GITHUB_TOKEN }}
           script: |
@@ -1463,10 +1463,10 @@ jobs:
         uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8
         env:
           GH_AW_AGENT_OUTPUT: ${{ env.GH_AW_AGENT_OUTPUT }}
-          GH_AW_WORKFLOW_NAME: "Docs PR Review"
+          GH_AW_WORKFLOW_NAME: "Estc Docs PR Review"
           GH_AW_RUN_URL: ${{ github.server_url }}/${{ github.repository }}/actions/runs/${{ github.run_id }}
           GH_AW_AGENT_CONCLUSION: ${{ needs.agent.result }}
-          GH_AW_WORKFLOW_ID: "gh-aw-docs-pr-review"
+          GH_AW_WORKFLOW_ID: "gh-aw-estc-docs-pr-review"
           GH_AW_SECRET_VERIFICATION_RESULT: ${{ needs.agent.outputs.secret_verification_result }}
           GH_AW_CHECKOUT_PR_SUCCESS: ${{ needs.agent.outputs.checkout_pr_success }}
           GH_AW_SAFE_OUTPUT_MESSAGES: "{\"footer\":\"${{ inputs.messages-footer || '---\\n[What is this?](https://ela.st/github-ai-tools) | [From workflow: {workflow_name}]({run_url})\\n\\nGive us feedback! React with 🚀 if perfect, 👍 if helpful, 👎 if not.' }}\",\"activationComments\":\"false\"}"
@@ -1483,7 +1483,7 @@ jobs:
         uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8
         env:
           GH_AW_AGENT_OUTPUT: ${{ env.GH_AW_AGENT_OUTPUT }}
-          GH_AW_WORKFLOW_NAME: "Docs PR Review"
+          GH_AW_WORKFLOW_NAME: "Estc Docs PR Review"
           GH_AW_RUN_URL: ${{ github.server_url }}/${{ github.repository }}/actions/runs/${{ github.run_id }}
           GH_AW_AGENT_CONCLUSION: ${{ needs.agent.result }}
           GH_AW_NOOP_MESSAGE: ${{ steps.noop.outputs.noop_message }}
@@ -1532,8 +1532,8 @@ jobs:
       GH_AW_ENGINE_ID: "copilot"
       GH_AW_ENGINE_MODEL: "${{ inputs.model }}"
       GH_AW_SAFE_OUTPUT_MESSAGES: "{\"footer\":\"${{ inputs.messages-footer || '---\\n[What is this?](https://ela.st/github-ai-tools) | [From workflow: {workflow_name}]({run_url})\\n\\nGive us feedback! React with 🚀 if perfect, 👍 if helpful, 👎 if not.' }}\",\"activationComments\":\"false\"}"
-      GH_AW_WORKFLOW_ID: "gh-aw-docs-pr-review"
-      GH_AW_WORKFLOW_NAME: "Docs PR Review"
+      GH_AW_WORKFLOW_ID: "gh-aw-estc-docs-pr-review"
+      GH_AW_WORKFLOW_NAME: "Estc Docs PR Review"
     outputs:
       code_push_failure_count: ${{ steps.process_safe_outputs.outputs.code_push_failure_count }}
       code_push_failure_errors: ${{ steps.process_safe_outputs.outputs.code_push_failure_errors }}
diff --git a/.github/workflows/gh-aw-docs-pr-review.md b/.github/workflows/gh-aw-estc-docs-pr-review.md
similarity index 99%
rename from .github/workflows/gh-aw-docs-pr-review.md
rename to .github/workflows/gh-aw-estc-docs-pr-review.md
index 0fb6de8f..3631a455 100644
--- a/.github/workflows/gh-aw-docs-pr-review.md
+++ b/.github/workflows/gh-aw-estc-docs-pr-review.md
@@ -1,6 +1,6 @@
 ---
 inlined-imports: true
-name: "Docs PR Review"
+name: "Estc Docs PR Review"
 description: "Docs PR review from an Elastic technical writer perspective"
 imports:
   - gh-aw-fragments/elastic-tools.md
@@ -67,7 +67,7 @@ on:
   bots:
     - "${{ inputs.allowed-bot-users }}"
 concurrency:
-  group: docs-pr-review-${{ github.event.pull_request.number }}
+  group: estc-docs-pr-review-${{ github.event.pull_request.number }}
   cancel-in-progress: true
 permissions:
   contents: read
diff --git a/.github/workflows/gh-aw-downstream-health.lock.yml b/.github/workflows/gh-aw-estc-downstream-health.lock.yml
similarity index 98%
rename from .github/workflows/gh-aw-downstream-health.lock.yml
rename to .github/workflows/gh-aw-estc-downstream-health.lock.yml
index 7ccc3652..a422a72f 100644
--- a/.github/workflows/gh-aw-downstream-health.lock.yml
+++ b/.github/workflows/gh-aw-estc-downstream-health.lock.yml
@@ -38,9 +38,9 @@
 #
 # inlined-imports: true
 #
-# gh-aw-metadata: {"schema_version":"v1","frontmatter_hash":"c5355799dd7d802ca80818981a617db301478c8d95d4098eba479863b27a27c0"}
+# gh-aw-metadata: {"schema_version":"v1","frontmatter_hash":"d8c8e8c42af354024e878ef5d774b89c5dcdff2d564f1dd09dca5b4e891a8f1b"}
 
-name: "Downstream Health"
+name: "Estc Downstream Health"
 "on":
   # bots: # Bots processed as bot check in pre-activation job
   # - ${{ inputs.allowed-bot-users }} # Bots processed as bot check in pre-activation job
@@ -88,9 +88,9 @@ permissions: {}
 
 concurrency:
   cancel-in-progress: true
-  group: downstream-health
+  group: estc-downstream-health
 
-run-name: "Downstream Health"
+run-name: "Estc Downstream Health"
 
 jobs:
   activation:
@@ -126,7 +126,7 @@ jobs:
       - name: Check workflow file timestamps
         uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8
         env:
-          GH_AW_WORKFLOW_FILE: "gh-aw-downstream-health.lock.yml"
+          GH_AW_WORKFLOW_FILE: "gh-aw-estc-downstream-health.lock.yml"
         with:
           script: |
             const { setupGlobals } = require('/opt/gh-aw/actions/setup_globals.cjs');
@@ -550,7 +550,7 @@ jobs:
       GH_AW_SAFE_OUTPUTS: /opt/gh-aw/safeoutputs/outputs.jsonl
       GH_AW_SAFE_OUTPUTS_CONFIG_PATH: /opt/gh-aw/safeoutputs/config.json
       GH_AW_SAFE_OUTPUTS_TOOLS_PATH: /opt/gh-aw/safeoutputs/tools.json
-      GH_AW_WORKFLOW_ID_SANITIZED: ghawdownstreamhealth
+      GH_AW_WORKFLOW_ID_SANITIZED: ghawestcdownstreamhealth
     outputs:
       checkout_pr_success: ${{ steps.checkout-pr.outputs.checkout_pr_success || 'true' }}
       detection_conclusion: ${{ steps.detection_conclusion.outputs.conclusion }}
@@ -665,7 +665,7 @@ jobs:
               model: "${{ inputs.model }}",
               version: "",
               agent_version: "0.0.417",
-              workflow_name: "Downstream Health",
+              workflow_name: "Estc Downstream Health",
               experimental: false,
               supports_tools_allowlist: true,
               run_id: context.runId,
@@ -1249,7 +1249,7 @@ jobs:
         if: always() && steps.detection_guard.outputs.run_detection == 'true'
         uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8
         env:
-          WORKFLOW_NAME: "Downstream Health"
+          WORKFLOW_NAME: "Estc Downstream Health"
           WORKFLOW_DESCRIPTION: "Monitor downstream repositories using AI workflows and report quality issues"
           HAS_PATCH: ${{ steps.collect_output.outputs.has_patch }}
         with:
@@ -1364,7 +1364,7 @@ jobs:
         env:
           GH_AW_AGENT_OUTPUT: ${{ env.GH_AW_AGENT_OUTPUT }}
           GH_AW_NOOP_MAX: "1"
-          GH_AW_WORKFLOW_NAME: "Downstream Health"
+          GH_AW_WORKFLOW_NAME: "Estc Downstream Health"
         with:
           github-token: ${{ secrets.GH_AW_GITHUB_TOKEN || secrets.GITHUB_TOKEN }}
           script: |
@@ -1377,7 +1377,7 @@ jobs:
         uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8
         env:
           GH_AW_AGENT_OUTPUT: ${{ env.GH_AW_AGENT_OUTPUT }}
-          GH_AW_WORKFLOW_NAME: "Downstream Health"
+          GH_AW_WORKFLOW_NAME: "Estc Downstream Health"
         with:
           github-token: ${{ secrets.GH_AW_GITHUB_TOKEN || secrets.GITHUB_TOKEN }}
           script: |
@@ -1390,10 +1390,10 @@ jobs:
         uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8
         env:
           GH_AW_AGENT_OUTPUT: ${{ env.GH_AW_AGENT_OUTPUT }}
-          GH_AW_WORKFLOW_NAME: "Downstream Health"
+          GH_AW_WORKFLOW_NAME: "Estc Downstream Health"
           GH_AW_RUN_URL: ${{ github.server_url }}/${{ github.repository }}/actions/runs/${{ github.run_id }}
           GH_AW_AGENT_CONCLUSION: ${{ needs.agent.result }}
-          GH_AW_WORKFLOW_ID: "gh-aw-downstream-health"
+          GH_AW_WORKFLOW_ID: "gh-aw-estc-downstream-health"
           GH_AW_SECRET_VERIFICATION_RESULT: ${{ needs.agent.outputs.secret_verification_result }}
           GH_AW_CHECKOUT_PR_SUCCESS: ${{ needs.agent.outputs.checkout_pr_success }}
           GH_AW_SAFE_OUTPUT_MESSAGES: "{\"footer\":\"${{ inputs.messages-footer || '---\\n[What is this?](https://ela.st/github-ai-tools) | [From workflow: {workflow_name}]({run_url})\\n\\nGive us feedback! React with 🚀 if perfect, 👍 if helpful, 👎 if not.' }}\",\"activationComments\":\"false\"}"
@@ -1410,7 +1410,7 @@ jobs:
         uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8
         env:
           GH_AW_AGENT_OUTPUT: ${{ env.GH_AW_AGENT_OUTPUT }}
-          GH_AW_WORKFLOW_NAME: "Downstream Health"
+          GH_AW_WORKFLOW_NAME: "Estc Downstream Health"
           GH_AW_RUN_URL: ${{ github.server_url }}/${{ github.repository }}/actions/runs/${{ github.run_id }}
           GH_AW_AGENT_CONCLUSION: ${{ needs.agent.result }}
           GH_AW_NOOP_MESSAGE: ${{ steps.noop.outputs.noop_message }}
@@ -1459,8 +1459,8 @@ jobs:
       GH_AW_ENGINE_ID: "copilot"
       GH_AW_ENGINE_MODEL: "${{ inputs.model }}"
       GH_AW_SAFE_OUTPUT_MESSAGES: "{\"footer\":\"${{ inputs.messages-footer || '---\\n[What is this?](https://ela.st/github-ai-tools) | [From workflow: {workflow_name}]({run_url})\\n\\nGive us feedback! React with 🚀 if perfect, 👍 if helpful, 👎 if not.' }}\",\"activationComments\":\"false\"}"
-      GH_AW_WORKFLOW_ID: "gh-aw-downstream-health"
-      GH_AW_WORKFLOW_NAME: "Downstream Health"
+      GH_AW_WORKFLOW_ID: "gh-aw-estc-downstream-health"
+      GH_AW_WORKFLOW_NAME: "Estc Downstream Health"
     outputs:
       code_push_failure_count: ${{ steps.process_safe_outputs.outputs.code_push_failure_count }}
       code_push_failure_errors: ${{ steps.process_safe_outputs.outputs.code_push_failure_errors }}
diff --git a/.github/workflows/gh-aw-downstream-health.md b/.github/workflows/gh-aw-estc-downstream-health.md
similarity index 99%
rename from .github/workflows/gh-aw-downstream-health.md
rename to .github/workflows/gh-aw-estc-downstream-health.md
index da7b9e8a..18c456d8 100644
--- a/.github/workflows/gh-aw-downstream-health.md
+++ b/.github/workflows/gh-aw-estc-downstream-health.md
@@ -1,6 +1,6 @@
 ---
 inlined-imports: true
-name: "Downstream Health"
+name: "Estc Downstream Health"
 description: "Monitor downstream repositories using AI workflows and report quality issues"
 imports:
   - gh-aw-fragments/elastic-tools.md
@@ -56,7 +56,7 @@ on:
   bots:
     - "${{ inputs.allowed-bot-users }}"
 concurrency:
-  group: downstream-health
+  group: estc-downstream-health
   cancel-in-progress: true
 permissions:
   actions: read
diff --git a/.github/workflows/gh-aw-newbie-contributor-patrol-external.lock.yml b/.github/workflows/gh-aw-estc-newbie-contributor-patrol-external.lock.yml
similarity index 98%
rename from .github/workflows/gh-aw-newbie-contributor-patrol-external.lock.yml
rename to .github/workflows/gh-aw-estc-newbie-contributor-patrol-external.lock.yml
index 36efc2ed..b939fcb2 100644
--- a/.github/workflows/gh-aw-newbie-contributor-patrol-external.lock.yml
+++ b/.github/workflows/gh-aw-estc-newbie-contributor-patrol-external.lock.yml
@@ -38,9 +38,9 @@
 #
 # inlined-imports: true
 #
-# gh-aw-metadata: {"schema_version":"v1","frontmatter_hash":"0ccdfcb4f4148a785c5d57a4d22d778b52b9ed2a34f19484f04e169ea21d906c"}
+# gh-aw-metadata: {"schema_version":"v1","frontmatter_hash":"9d95dc2f68fe578ef3354c4fd2315a7108d87646632cf6d18cc9b8bf570c5666"}
 
-name: "Newbie Contributor Patrol External"
+name: "Estc Newbie Contributor Patrol External"
 "on":
   # bots: # Bots processed as bot check in pre-activation job
   # - ${{ inputs.allowed-bot-users }} # Bots processed as bot check in pre-activation job
@@ -88,9 +88,9 @@ permissions: {}
 
 concurrency:
   cancel-in-progress: true
-  group: newbie-contributor-patrol-external
+  group: estc-newbie-contributor-patrol-external
 
-run-name: "Newbie Contributor Patrol External"
+run-name: "Estc Newbie Contributor Patrol External"
 
 jobs:
   activation:
@@ -126,7 +126,7 @@ jobs:
       - name: Check workflow file timestamps
         uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8
         env:
-          GH_AW_WORKFLOW_FILE: "gh-aw-newbie-contributor-patrol-external.lock.yml"
+          GH_AW_WORKFLOW_FILE: "gh-aw-estc-newbie-contributor-patrol-external.lock.yml"
         with:
           script: |
             const { setupGlobals } = require('/opt/gh-aw/actions/setup_globals.cjs');
@@ -489,7 +489,7 @@ jobs:
       GH_AW_SAFE_OUTPUTS: /opt/gh-aw/safeoutputs/outputs.jsonl
       GH_AW_SAFE_OUTPUTS_CONFIG_PATH: /opt/gh-aw/safeoutputs/config.json
       GH_AW_SAFE_OUTPUTS_TOOLS_PATH: /opt/gh-aw/safeoutputs/tools.json
-      GH_AW_WORKFLOW_ID_SANITIZED: ghawnewbiecontributorpatrolexternal
+      GH_AW_WORKFLOW_ID_SANITIZED: ghawestcnewbiecontributorpatrolexternal
     outputs:
       checkout_pr_success: ${{ steps.checkout-pr.outputs.checkout_pr_success || 'true' }}
       detection_conclusion: ${{ steps.detection_conclusion.outputs.conclusion }}
@@ -604,7 +604,7 @@ jobs:
               model: "${{ inputs.model }}",
               version: "",
               agent_version: "0.0.417",
-              workflow_name: "Newbie Contributor Patrol External",
+              workflow_name: "Estc Newbie Contributor Patrol External",
               experimental: false,
               supports_tools_allowlist: true,
               run_id: context.runId,
@@ -1197,7 +1197,7 @@ jobs:
         if: always() && steps.detection_guard.outputs.run_detection == 'true'
         uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8
         env:
-          WORKFLOW_NAME: "Newbie Contributor Patrol External"
+          WORKFLOW_NAME: "Estc Newbie Contributor Patrol External"
           WORKFLOW_DESCRIPTION: "Review docs from a new contributor perspective, cross-referencing published Elastic documentation"
           HAS_PATCH: ${{ steps.collect_output.outputs.has_patch }}
         with:
@@ -1312,7 +1312,7 @@ jobs:
         env:
           GH_AW_AGENT_OUTPUT: ${{ env.GH_AW_AGENT_OUTPUT }}
           GH_AW_NOOP_MAX: "1"
-          GH_AW_WORKFLOW_NAME: "Newbie Contributor Patrol External"
+          GH_AW_WORKFLOW_NAME: "Estc Newbie Contributor Patrol External"
         with:
           github-token: ${{ secrets.GH_AW_GITHUB_TOKEN || secrets.GITHUB_TOKEN }}
           script: |
@@ -1325,7 +1325,7 @@ jobs:
         uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8
         env:
           GH_AW_AGENT_OUTPUT: ${{ env.GH_AW_AGENT_OUTPUT }}
-          GH_AW_WORKFLOW_NAME: "Newbie Contributor Patrol External"
+          GH_AW_WORKFLOW_NAME: "Estc Newbie Contributor Patrol External"
         with:
           github-token: ${{ secrets.GH_AW_GITHUB_TOKEN || secrets.GITHUB_TOKEN }}
           script: |
@@ -1338,10 +1338,10 @@ jobs:
         uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8
         env:
           GH_AW_AGENT_OUTPUT: ${{ env.GH_AW_AGENT_OUTPUT }}
-          GH_AW_WORKFLOW_NAME: "Newbie Contributor Patrol External"
+          GH_AW_WORKFLOW_NAME: "Estc Newbie Contributor Patrol External"
           GH_AW_RUN_URL: ${{ github.server_url }}/${{ github.repository }}/actions/runs/${{ github.run_id }}
           GH_AW_AGENT_CONCLUSION: ${{ needs.agent.result }}
-          GH_AW_WORKFLOW_ID: "gh-aw-newbie-contributor-patrol-external"
+          GH_AW_WORKFLOW_ID: "gh-aw-estc-newbie-contributor-patrol-external"
           GH_AW_SECRET_VERIFICATION_RESULT: ${{ needs.agent.outputs.secret_verification_result }}
           GH_AW_CHECKOUT_PR_SUCCESS: ${{ needs.agent.outputs.checkout_pr_success }}
           GH_AW_SAFE_OUTPUT_MESSAGES: "{\"footer\":\"${{ inputs.messages-footer || '---\\n[What is this?](https://ela.st/github-ai-tools) | [From workflow: {workflow_name}]({run_url})\\n\\nGive us feedback! React with 🚀 if perfect, 👍 if helpful, 👎 if not.' }}\",\"activationComments\":\"false\"}"
@@ -1358,7 +1358,7 @@ jobs:
         uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8
         env:
           GH_AW_AGENT_OUTPUT: ${{ env.GH_AW_AGENT_OUTPUT }}
-          GH_AW_WORKFLOW_NAME: "Newbie Contributor Patrol External"
+          GH_AW_WORKFLOW_NAME: "Estc Newbie Contributor Patrol External"
           GH_AW_RUN_URL: ${{ github.server_url }}/${{ github.repository }}/actions/runs/${{ github.run_id }}
           GH_AW_AGENT_CONCLUSION: ${{ needs.agent.result }}
           GH_AW_NOOP_MESSAGE: ${{ steps.noop.outputs.noop_message }}
@@ -1407,8 +1407,8 @@ jobs:
       GH_AW_ENGINE_ID: "copilot"
       GH_AW_ENGINE_MODEL: "${{ inputs.model }}"
       GH_AW_SAFE_OUTPUT_MESSAGES: "{\"footer\":\"${{ inputs.messages-footer || '---\\n[What is this?](https://ela.st/github-ai-tools) | [From workflow: {workflow_name}]({run_url})\\n\\nGive us feedback! React with 🚀 if perfect, 👍 if helpful, 👎 if not.' }}\",\"activationComments\":\"false\"}"
-      GH_AW_WORKFLOW_ID: "gh-aw-newbie-contributor-patrol-external"
-      GH_AW_WORKFLOW_NAME: "Newbie Contributor Patrol External"
+      GH_AW_WORKFLOW_ID: "gh-aw-estc-newbie-contributor-patrol-external"
+      GH_AW_WORKFLOW_NAME: "Estc Newbie Contributor Patrol External"
     outputs:
       code_push_failure_count: ${{ steps.process_safe_outputs.outputs.code_push_failure_count }}
       code_push_failure_errors: ${{ steps.process_safe_outputs.outputs.code_push_failure_errors }}
diff --git a/.github/workflows/gh-aw-newbie-contributor-patrol-external.md b/.github/workflows/gh-aw-estc-newbie-contributor-patrol-external.md
similarity index 98%
rename from .github/workflows/gh-aw-newbie-contributor-patrol-external.md
rename to .github/workflows/gh-aw-estc-newbie-contributor-patrol-external.md
index 3f30d780..db1d5732 100644
--- a/.github/workflows/gh-aw-newbie-contributor-patrol-external.md
+++ b/.github/workflows/gh-aw-estc-newbie-contributor-patrol-external.md
@@ -1,6 +1,6 @@
 ---
 inlined-imports: true
-name: "Newbie Contributor Patrol External"
+name: "Estc Newbie Contributor Patrol External"
 description: "Review docs from a new contributor perspective, cross-referencing published Elastic documentation"
 imports:
   - gh-aw-fragments/elastic-tools.md
@@ -56,7 +56,7 @@ on:
   bots:
     - "${{ inputs.allowed-bot-users }}"
 concurrency:
-  group: newbie-contributor-patrol-external
+  group: estc-newbie-contributor-patrol-external
   cancel-in-progress: true
 permissions:
   contents: read
diff --git a/.github/workflows/gh-aw-pr-buildkite-detective.lock.yml b/.github/workflows/gh-aw-estc-pr-buildkite-detective.lock.yml
similarity index 99%
rename from .github/workflows/gh-aw-pr-buildkite-detective.lock.yml
rename to .github/workflows/gh-aw-estc-pr-buildkite-detective.lock.yml
index 951474b9..63f970d8 100644
--- a/.github/workflows/gh-aw-pr-buildkite-detective.lock.yml
+++ b/.github/workflows/gh-aw-estc-pr-buildkite-detective.lock.yml
@@ -36,7 +36,7 @@
 #
 # inlined-imports: true
 #
-# gh-aw-metadata: {"schema_version":"v1","frontmatter_hash":"d444744609be4f9cbfa4065a94b8b0da0423ac5d8f888702aac2cb9b97115c86"}
+# gh-aw-metadata: {"schema_version":"v1","frontmatter_hash":"8dc410ca5105d3a103dd4d38e78e08cfa27b6db13cbcef21bb4f63c023e9eab7"}
 
 name: "PR Buildkite Detective"
 "on":
@@ -93,7 +93,7 @@ permissions: {}
 
 concurrency:
   cancel-in-progress: false
-  group: pr-buildkite-detective-${{ github.run_id }}
+  group: estc-pr-buildkite-detective-${{ github.run_id }}
 
 run-name: "PR Buildkite Detective"
 
@@ -131,7 +131,7 @@ jobs:
       - name: Check workflow file timestamps
         uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8
         env:
-          GH_AW_WORKFLOW_FILE: "gh-aw-pr-buildkite-detective.lock.yml"
+          GH_AW_WORKFLOW_FILE: "gh-aw-estc-pr-buildkite-detective.lock.yml"
         with:
           script: |
             const { setupGlobals } = require('/opt/gh-aw/actions/setup_globals.cjs');
@@ -502,7 +502,7 @@ jobs:
       GH_AW_SAFE_OUTPUTS: /opt/gh-aw/safeoutputs/outputs.jsonl
       GH_AW_SAFE_OUTPUTS_CONFIG_PATH: /opt/gh-aw/safeoutputs/config.json
       GH_AW_SAFE_OUTPUTS_TOOLS_PATH: /opt/gh-aw/safeoutputs/tools.json
-      GH_AW_WORKFLOW_ID_SANITIZED: ghawprbuildkitedetective
+      GH_AW_WORKFLOW_ID_SANITIZED: ghawestcprbuildkitedetective
     outputs:
       checkout_pr_success: ${{ steps.checkout-pr.outputs.checkout_pr_success || 'true' }}
       detection_conclusion: ${{ steps.detection_conclusion.outputs.conclusion }}
@@ -1334,7 +1334,7 @@ jobs:
           GH_AW_WORKFLOW_NAME: "PR Buildkite Detective"
           GH_AW_RUN_URL: ${{ github.server_url }}/${{ github.repository }}/actions/runs/${{ github.run_id }}
           GH_AW_AGENT_CONCLUSION: ${{ needs.agent.result }}
-          GH_AW_WORKFLOW_ID: "gh-aw-pr-buildkite-detective"
+          GH_AW_WORKFLOW_ID: "gh-aw-estc-pr-buildkite-detective"
           GH_AW_SECRET_VERIFICATION_RESULT: ${{ needs.agent.outputs.secret_verification_result }}
           GH_AW_CHECKOUT_PR_SUCCESS: ${{ needs.agent.outputs.checkout_pr_success }}
           GH_AW_SAFE_OUTPUT_MESSAGES: "{\"footer\":\"${{ inputs.messages-footer || '---\\n[What is this?](https://ela.st/github-ai-tools) | [From workflow: {workflow_name}]({run_url})\\n\\nGive us feedback! React with 🚀 if perfect, 👍 if helpful, 👎 if not.' }}\",\"activationComments\":\"false\"}"
@@ -1400,7 +1400,7 @@ jobs:
       GH_AW_ENGINE_ID: "copilot"
       GH_AW_ENGINE_MODEL: "${{ inputs.model }}"
       GH_AW_SAFE_OUTPUT_MESSAGES: "{\"footer\":\"${{ inputs.messages-footer || '---\\n[What is this?](https://ela.st/github-ai-tools) | [From workflow: {workflow_name}]({run_url})\\n\\nGive us feedback! React with 🚀 if perfect, 👍 if helpful, 👎 if not.' }}\",\"activationComments\":\"false\"}"
-      GH_AW_WORKFLOW_ID: "gh-aw-pr-buildkite-detective"
+      GH_AW_WORKFLOW_ID: "gh-aw-estc-pr-buildkite-detective"
       GH_AW_WORKFLOW_NAME: "PR Buildkite Detective"
     outputs:
       code_push_failure_count: ${{ steps.process_safe_outputs.outputs.code_push_failure_count }}
diff --git a/.github/workflows/gh-aw-pr-buildkite-detective.md b/.github/workflows/gh-aw-estc-pr-buildkite-detective.md
similarity index 99%
rename from .github/workflows/gh-aw-pr-buildkite-detective.md
rename to .github/workflows/gh-aw-estc-pr-buildkite-detective.md
index 2742e335..c942dfd6 100644
--- a/.github/workflows/gh-aw-pr-buildkite-detective.md
+++ b/.github/workflows/gh-aw-estc-pr-buildkite-detective.md
@@ -60,7 +60,7 @@ on:
   bots:
     - "${{ inputs.allowed-bot-users }}"
 concurrency:
-  group: pr-buildkite-detective-${{ github.run_id }}
+  group: estc-pr-buildkite-detective-${{ github.run_id }}
   cancel-in-progress: false
 permissions:
   actions: read
diff --git a/.github/workflows/smoke-test-install.yml b/.github/workflows/smoke-test-install.yml
index 883abba3..4966ff8b 100644
--- a/.github/workflows/smoke-test-install.yml
+++ b/.github/workflows/smoke-test-install.yml
@@ -51,10 +51,12 @@ jobs:
             code-duplication-fixer
             code-simplifier
             docs-patrol
-            docs-patrol-external
-            docs-pr-review
-            downstream-health
             duplicate-issue-detector
+            estc-docs-patrol-external
+            estc-docs-pr-review
+            estc-downstream-health
+            estc-newbie-contributor-patrol-external
+            estc-pr-buildkite-detective
             flaky-test-investigator
             issue-fixer
             issue-triage
@@ -62,11 +64,9 @@ jobs:
             mention-in-pr
             newbie-contributor-fixer
             newbie-contributor-patrol
-            newbie-contributor-patrol-external
             performance-profiler
             pr-actions-detective
             pr-actions-fixer
-            pr-buildkite-detective
             pr-review
             project-summary
             release-update
diff --git a/.github/workflows/trigger-docs-pr-review.yml b/.github/workflows/trigger-estc-docs-pr-review.yml
similarity index 73%
rename from .github/workflows/trigger-docs-pr-review.yml
rename to .github/workflows/trigger-estc-docs-pr-review.yml
index 27b4e358..12e88193 100644
--- a/.github/workflows/trigger-docs-pr-review.yml
+++ b/.github/workflows/trigger-estc-docs-pr-review.yml
@@ -1,6 +1,6 @@
 # This file is auto-generated by scripts/dogfood.sh. Do not edit directly.
-# Edit gh-agent-workflows/docs-pr-review/example.yml and run 'make compile' to regenerate.
-name: Trigger Docs PR Review
+# Edit gh-agent-workflows/estc-docs-pr-review/example.yml and run 'make compile' to regenerate.
+name: Trigger Estc Docs PR Review
 on:
   issue_comment:
     types: [created]
@@ -17,7 +17,7 @@ jobs:
     if: >-
       github.event.issue.pull_request != null &&
       startsWith(github.event.comment.body, '/docs-review')
-    uses: ./.github/workflows/gh-aw-docs-pr-review.lock.yml
+    uses: ./.github/workflows/gh-aw-estc-docs-pr-review.lock.yml
     with:
       allowed-bot-users: "github-actions[bot],copilot"
       intensity: aggressive
diff --git a/.github/workflows/trigger-downstream-health.yml b/.github/workflows/trigger-estc-downstream-health.yml
similarity index 60%
rename from .github/workflows/trigger-downstream-health.yml
rename to .github/workflows/trigger-estc-downstream-health.yml
index 6de7dcc7..e08c6db3 100644
--- a/.github/workflows/trigger-downstream-health.yml
+++ b/.github/workflows/trigger-estc-downstream-health.yml
@@ -1,6 +1,6 @@
 # This file is auto-generated by scripts/dogfood.sh. Do not edit directly.
-# Edit gh-agent-workflows/downstream-health/example.yml and run 'make compile' to regenerate.
-name: Trigger Downstream Health
+# Edit gh-agent-workflows/estc-downstream-health/example.yml and run 'make compile' to regenerate.
+name: Trigger Estc Downstream Health
 on:
   schedule:
     - cron: "0 10 * * *"
@@ -14,6 +14,6 @@ permissions:
 
 jobs:
   run:
-    uses: ./.github/workflows/gh-aw-downstream-health.lock.yml
+    uses: ./.github/workflows/gh-aw-estc-downstream-health.lock.yml
     secrets:
       COPILOT_GITHUB_TOKEN: ${{ secrets.COPILOT_GITHUB_TOKEN }}
diff --git a/.github/workflows/trigger-pr-buildkite-detective.yml b/.github/workflows/trigger-estc-pr-buildkite-detective.yml
similarity index 78%
rename from .github/workflows/trigger-pr-buildkite-detective.yml
rename to .github/workflows/trigger-estc-pr-buildkite-detective.yml
index af92072e..1d4a04b5 100644
--- a/.github/workflows/trigger-pr-buildkite-detective.yml
+++ b/.github/workflows/trigger-estc-pr-buildkite-detective.yml
@@ -1,6 +1,6 @@
 # This file is auto-generated by scripts/dogfood.sh. Do not edit directly.
-# Edit gh-agent-workflows/pr-buildkite-detective/example.yml and run 'make compile' to regenerate.
-name: Trigger PR Buildkite Detective
+# Edit gh-agent-workflows/estc-pr-buildkite-detective/example.yml and run 'make compile' to regenerate.
+name: Trigger Estc PR Buildkite Detective
 on:
   status:
   check_run:
@@ -18,7 +18,7 @@ jobs:
     if: >-
       (github.event_name == 'status' && github.event.state == 'failure') ||
       (github.event_name == 'check_run' && github.event.check_run.conclusion == 'failure')
-    uses: ./.github/workflows/gh-aw-pr-buildkite-detective.lock.yml
+    uses: ./.github/workflows/gh-aw-estc-pr-buildkite-detective.lock.yml
     with:
       buildkite-org: "elastic"
       # buildkite-pipeline: "your-pipeline"  # auto-discovered if omitted
diff --git a/docs/blog/posts/meet-the-detectives.md b/docs/blog/posts/meet-the-detectives.md
index b7587438..bc086d52 100644
--- a/docs/blog/posts/meet-the-detectives.md
+++ b/docs/blog/posts/meet-the-detectives.md
@@ -26,7 +26,7 @@ Not every failure happens on a PR. Sometimes code passes all checks, gets merged
 
 It triggers on failed checks against the main or default branch -- but only when those failures aren't associated with any open PR. That distinction is important. If a PR is open and its checks fail, the PR Actions Detective handles it. The Branch Actions Detective picks up the failures that nobody owns: post-merge breakage on main that would otherwise sit unnoticed until someone runs into it manually. It reads the logs, diagnoses the root cause, and files its findings so the team can act.
 
-## [PR Buildkite Detective](../../workflows/gh-agent-workflows/pr-buildkite-detective.md)
+## [PR Buildkite Detective (Elastic-specific)](../../workflows/gh-agent-workflows/estc-pr-buildkite-detective.md)
 
 Not every team runs CI exclusively on GitHub Actions. The PR Buildkite Detective does the same job as the PR Actions Detective, but for Buildkite CI pipelines. It requires a `BUILDKITE_API_TOKEN` to access pipeline logs, and from there the workflow is the same: read the failure, diagnose it, and recommend a fix directly on the PR.
 
diff --git a/docs/blog/posts/meet-the-docs-patrol.md b/docs/blog/posts/meet-the-docs-patrol.md
index 07650ca4..1c45cf45 100644
--- a/docs/blog/posts/meet-the-docs-patrol.md
+++ b/docs/blog/posts/meet-the-docs-patrol.md
@@ -18,11 +18,11 @@ Documentation rot is one of the most predictable problems in software engineerin
 
 This agent runs on a weekday schedule and scans for stale internal documentation — READMEs, inline docs, and any other documentation that lives inside the repository. It operates as a detector: it identifies places where the docs have drifted from the code. There is no dedicated fixer paired with it yet, so when it finds staleness it opens an issue describing what is out of date and what changed. A human still makes the call on how to update the wording, but the hard part — noticing the drift in the first place — is handled.
 
-## [Docs Patrol External](../../workflows/gh-agent-workflows/docs-patrol-external.md)
+## [Docs Patrol External (Elastic-specific)](../../workflows/gh-agent-workflows/estc-docs-patrol-external.md)
 
 Same concept, different scope. This agent also runs on a weekday schedule, but instead of scanning internal docs it scans published Elastic documentation for references that have fallen out of date with the codebase. Published docs are even more dangerous when they go stale because they reach a wider audience and carry more authority. If the public docs say a parameter is required but the code made it optional three releases ago, that is a real problem. This agent catches it.
 
-## [Docs PR Review](../../workflows/gh-agent-workflows/docs-pr-review.md)
+## [Docs PR Review (Elastic-specific)](../../workflows/gh-agent-workflows/estc-docs-pr-review.md)
 
 This one is not scheduled — it is triggered by the `/docs-review` command on pull requests. When someone opens a PR that touches documentation, they can invoke this agent to review the changes for style guide compliance, correct `applies_to` frontmatter, and consistency with existing docs. It is human-coordinated: you decide when to call it and on which PRs. Think of it as a specialized reviewer that never forgets the style guide.
 
diff --git a/docs/blog/posts/meet-the-reviewers.md b/docs/blog/posts/meet-the-reviewers.md
index 187004de..87a478f6 100644
--- a/docs/blog/posts/meet-the-reviewers.md
+++ b/docs/blog/posts/meet-the-reviewers.md
@@ -42,7 +42,7 @@ Every PR needs a good description, and nobody wants to write one. Update PR Body
 
 This sounds simple, and it is. But it solves a real problem. PRs that sit in review with a blank description, or a description that was accurate three days and twelve commits ago, slow everyone down. Update PR Body keeps the description clean and current throughout the PR lifecycle, so reviewers always know what they're looking at.
 
-## [Docs PR Review](../../workflows/gh-agent-workflows/docs-pr-review.md) — The Style Guide Enforcer
+## [Docs PR Review (Elastic-specific)](../../workflows/gh-agent-workflows/estc-docs-pr-review.md) — The Style Guide Enforcer
 
 Docs PR Review is the specialist. Invoke it with the `/docs-review` command on a PR, and it reviews documentation changes for style guide compliance, `applies_to` frontmatter correctness, and overall consistency. It's human-coordinated — you call it when you want a docs-specific review on top of the standard code review.
 
diff --git a/docs/blog/posts/meet-the-watchdogs.md b/docs/blog/posts/meet-the-watchdogs.md
index ec8350fe..bedf110b 100644
--- a/docs/blog/posts/meet-the-watchdogs.md
+++ b/docs/blog/posts/meet-the-watchdogs.md
@@ -34,7 +34,7 @@ Running on a weekday schedule, the UX Design Patrol reviews UI components for de
 
 The Information Architecture agent evaluates whether the application's interface is logically organized, navigable, and consistent. It traces the component tree from the top-level layout, examining navigation structure, action placement, data presentation patterns, progressive disclosure, and empty states. It only files an issue when it finds a concrete, user-impacting IA problem — something a real user would likely get confused or frustrated by. Like the other watchdogs, most runs end with `noop`.
 
-## [Downstream Health](../../workflows/gh-agent-workflows/downstream-health.md)
+## [Downstream Health (Elastic-specific)](../../workflows/gh-agent-workflows/estc-downstream-health.md)
 
 Running on a daily schedule, the Downstream Health agent monitors the overall quality of downstream repositories. It provides a regular pulse check on the repos that consume the factory's workflows and components, catching issues that might not surface in any single focused audit but become visible when you look at the repository holistically.
 
diff --git a/docs/workflows/gh-agent-workflows.md b/docs/workflows/gh-agent-workflows.md
index 6c8abf57..cfbfdb31 100644
--- a/docs/workflows/gh-agent-workflows.md
+++ b/docs/workflows/gh-agent-workflows.md
@@ -45,7 +45,6 @@ These pair together: a Scheduled Audit finds problems, a Scheduled Fix resolves
 
 | Workflow | Trigger | Description |
 | --- | --- | --- |
-| [Docs PR Review](gh-agent-workflows/docs-pr-review.md) | `/docs-review` on PRs | Review docs for style guide, `applies_to`, and consistency |
 | [Plan](gh-agent-workflows/plan.md) | `/plan` in issues | Triage-style planning from comments with optional issue/sub-issue creation |
 | [Mention in Issue](gh-agent-workflows/mention-in-issue.md) | `/ai` in issues | Answer questions, debug, create PRs |
 | [Mention in PR](gh-agent-workflows/mention-in-pr.md) | `/ai` in PRs | Review, fix code, push changes |
@@ -60,7 +59,6 @@ These pair together: a Scheduled Audit finds problems, a Scheduled Fix resolves
 | [Issue Triage](gh-agent-workflows/issue-triage.md) | New issues | Investigate and provide implementation plans |
 | [Issue Fixer](gh-agent-workflows/issue-fixer.md) | New issues | Triage plus automatic draft PR for straightforward fixes |
 | [PR Actions Detective](gh-agent-workflows/pr-actions-detective.md) | Failed PR checks | Diagnose failures and recommend fixes |
-| [PR Buildkite Detective](gh-agent-workflows/pr-buildkite-detective.md) | Failed PR checks | Diagnose Buildkite failures and recommend fixes |
 | [PR Review](gh-agent-workflows/pr-review.md) | PR opened/updated | AI code review with inline comments |
 | [PR Review (Fork)](gh-agent-workflows/pr-review-fork.md) | PR opened/updated (`pull_request_target`) | AI code review for fork PRs — **private repos or trusted contributors only** |
 | [Update PR Body](gh-agent-workflows/update-pr-body.md) | PR opened / updated / ready for review | Auto-populate PR description from diff and linked issues |
@@ -76,9 +74,7 @@ Many scheduled workflows follow a **detector / fixer** pattern: the detector fin
 | [Bug Hunter](gh-agent-workflows/bug-hunter.md) | [Bug Exterminator](gh-agent-workflows/bug-exterminator.md) | Reproducible bugs |
 | [Code Duplication Detector](gh-agent-workflows/code-duplication-detector.md) | [Code Duplication Fixer](gh-agent-workflows/code-duplication-fixer.md) | Duplicate / clustered code |
 | [Docs Patrol](gh-agent-workflows/docs-patrol.md) | — | Stale internal documentation |
-| [Docs Patrol External](gh-agent-workflows/docs-patrol-external.md) | — | Stale published Elastic docs |
 | [Newbie Contributor Patrol](gh-agent-workflows/newbie-contributor-patrol.md) | [Newbie Contributor Fixer](gh-agent-workflows/newbie-contributor-fixer.md) | Onboarding documentation gaps |
-| [Newbie Contributor Patrol External](gh-agent-workflows/newbie-contributor-patrol-external.md) | — | Cross-referencing published docs |
 | [Text Auditor](gh-agent-workflows/text-auditor.md) | [Text Beautifier](gh-agent-workflows/text-beautifier.md) | User-facing text quality |
 
 #### Standalone scheduled workflows
@@ -89,7 +85,6 @@ Many scheduled workflows follow a **detector / fixer** pattern: the detector fin
 | [Autonomy Atomicity Analyzer](gh-agent-workflows/autonomy-atomicity-analyzer.md) | Weekday schedule | Find patterns that block concurrent development by multiple agents or developers |
 | [Breaking Change Detector](gh-agent-workflows/breaking-change-detector.md) | Weekday schedule | Detect undocumented public breaking changes |
 | [Code Simplifier](gh-agent-workflows/code-simplifier.md) | Weekday schedule | Simplify overcomplicated code with high-confidence refactors |
-| [Downstream Health](gh-agent-workflows/downstream-health.md) | Daily schedule | Monitor downstream repo quality |
 | [Flaky Test Investigator](gh-agent-workflows/flaky-test-investigator.md) | Weekday schedule + failed CI runs | Identify repeated flaky failures and file root-cause-first triage reports |
 | [Framework Best Practices](gh-agent-workflows/framework-best-practices.md) | Weekday schedule | Find where library-native features could replace hand-rolled solutions |
 | [Information Architecture](gh-agent-workflows/information-architecture.md) | Weekday schedule | Audit UI information architecture for navigation, placement, and consistency |
@@ -101,6 +96,33 @@ Many scheduled workflows follow a **detector / fixer** pattern: the detector fin
 | [Stale Issues](gh-agent-workflows/stale-issues.md) | Weekday schedule | Find resolved issues that can be closed |
 | [Test Improver](gh-agent-workflows/test-improver.md) | Weekly schedule | Add targeted tests and clean up redundant coverage |
 
+### Elastic-specific workflows
+
+These workflows are tailored for Elastic's internal tooling and documentation platform. They reference Elastic's published documentation on `elastic.co/docs`, Elastic's style guide and `applies_to` tag conventions, or Elastic-owned infrastructure (Buildkite, downstream repositories). Use these if you are working in an Elastic repository.
+
+#### Human-coordinated
+
+| Workflow | Trigger | Description |
+| --- | --- | --- |
+| [Docs PR Review (Elastic-specific)](gh-agent-workflows/estc-docs-pr-review.md) | `/docs-review` on PRs | Review docs for Elastic style guide, `applies_to`, and consistency with elastic.co/docs |
+
+#### Event-driven
+
+| Workflow | Trigger | Description |
+| --- | --- | --- |
+| [PR Buildkite Detective (Elastic-specific)](gh-agent-workflows/estc-pr-buildkite-detective.md) | Failed PR checks | Diagnose Buildkite failures and recommend fixes |
+
+#### Scheduled
+
+| Detector | Fixer | Domain |
+| --- | --- | --- |
+| [Docs Patrol External (Elastic-specific)](gh-agent-workflows/estc-docs-patrol-external.md) | — | Stale published Elastic docs |
+| [Newbie Contributor Patrol External (Elastic-specific)](gh-agent-workflows/estc-newbie-contributor-patrol-external.md) | — | Cross-referencing published Elastic docs |
+
+| Workflow | Trigger | Description |
+| --- | --- | --- |
+| [Downstream Health (Elastic-specific)](gh-agent-workflows/estc-downstream-health.md) | Daily schedule | Monitor downstream Elastic repo quality |
+
 ## Secrets
 
 These workflows require a Copilot PAT stored as `COPILOT_GITHUB_TOKEN`.
diff --git a/docs/workflows/gh-agent-workflows/docs-patrol-overview.md b/docs/workflows/gh-agent-workflows/docs-patrol-overview.md
index a49ed058..50b392b5 100644
--- a/docs/workflows/gh-agent-workflows/docs-patrol-overview.md
+++ b/docs/workflows/gh-agent-workflows/docs-patrol-overview.md
@@ -2,7 +2,7 @@
 
 Detect code changes that require documentation updates — both internal and published.
 
-Two variants cover different documentation scopes: **Docs Patrol** checks internal documentation (READMEs, CONTRIBUTING, etc.) against recent code changes, while **Docs Patrol External** focuses on published Elastic documentation on `elastic.co/docs`. Both scan recent commits for public API or behavioral changes not reflected in documentation. Most runs end with `noop`.
+Two variants cover different documentation scopes: **Docs Patrol** checks internal documentation (READMEs, CONTRIBUTING, etc.) against recent code changes, while **Docs Patrol External (Elastic-specific)** focuses on published Elastic documentation on `elastic.co/docs`. Both scan recent commits for public API or behavioral changes not reflected in documentation. Most runs end with `noop`.
 
 ## Quick install
 
@@ -20,8 +20,8 @@ mkdir -p .github/workflows && curl -sL \
 mkdir -p .github/workflows && \
 curl -sL https://raw.githubusercontent.com/elastic/ai-github-actions/v0/gh-agent-workflows/docs-patrol/example.yml \
   -o .github/workflows/docs-patrol.yml && \
-curl -sL https://raw.githubusercontent.com/elastic/ai-github-actions/v0/gh-agent-workflows/docs-patrol-external/example.yml \
-  -o .github/workflows/docs-patrol-external.yml
+curl -sL https://raw.githubusercontent.com/elastic/ai-github-actions/v0/gh-agent-workflows/estc-docs-patrol-external/example.yml \
+  -o .github/workflows/estc-docs-patrol-external.yml
 ```
 
 ---
@@ -72,7 +72,7 @@ jobs:
 
 ---
 
-## Docs Patrol External
+## Docs Patrol External (Elastic-specific)
 
 Like Docs Patrol, but focuses on changes that require updates to published Elastic documentation on `elastic.co/docs`. Also flags features that need `applies_to` tag updates or documentation backports to earlier release branches.
 
@@ -98,7 +98,7 @@ Like Docs Patrol, but focuses on changes that require updates to published Elast
 ### Example workflow
 
 ```yaml
-name: Docs Patrol External
+name: Docs Patrol External (Elastic-specific)
 on:
   schedule:
     - cron: "0 14 * * 1-5"
@@ -111,7 +111,7 @@ permissions:
 
 jobs:
   run:
-    uses: elastic/ai-github-actions/.github/workflows/gh-aw-docs-patrol-external.lock.yml@v0
+    uses: elastic/ai-github-actions/.github/workflows/gh-aw-estc-docs-patrol-external.lock.yml@v0
     secrets:
       COPILOT_GITHUB_TOKEN: ${{ secrets.COPILOT_GITHUB_TOKEN }}
 ```
diff --git a/docs/workflows/gh-agent-workflows/newbie-contributor.md b/docs/workflows/gh-agent-workflows/newbie-contributor.md
index 654cc838..7455d8f5 100644
--- a/docs/workflows/gh-agent-workflows/newbie-contributor.md
+++ b/docs/workflows/gh-agent-workflows/newbie-contributor.md
@@ -2,7 +2,7 @@
 
 Review documentation from a new contributor's perspective and automatically fix gaps.
 
-**Newbie Contributor Patrol** reads all contributor-facing documentation as if it were a new contributor's first encounter with the project — following getting-started paths, checking for missing prerequisites, and flagging blocking gaps. An **External** variant also cross-references published Elastic documentation. **Newbie Contributor Fixer** picks up patrol issues and opens PRs with documentation improvements. Most runs end with `noop`.
+**Newbie Contributor Patrol** reads all contributor-facing documentation as if it were a new contributor's first encounter with the project — following getting-started paths, checking for missing prerequisites, and flagging blocking gaps. An **Elastic-specific** variant also cross-references published Elastic documentation. **Newbie Contributor Fixer** picks up patrol issues and opens PRs with documentation improvements. Most runs end with `noop`.
 
 ## Quick install
 
@@ -30,8 +30,8 @@ curl -sL https://raw.githubusercontent.com/elastic/ai-github-actions/v0/gh-agent
 mkdir -p .github/workflows && \
 curl -sL https://raw.githubusercontent.com/elastic/ai-github-actions/v0/gh-agent-workflows/newbie-contributor-patrol/example.yml \
   -o .github/workflows/newbie-contributor-patrol.yml && \
-curl -sL https://raw.githubusercontent.com/elastic/ai-github-actions/v0/gh-agent-workflows/newbie-contributor-patrol-external/example.yml \
-  -o .github/workflows/newbie-contributor-patrol-external.yml && \
+curl -sL https://raw.githubusercontent.com/elastic/ai-github-actions/v0/gh-agent-workflows/estc-newbie-contributor-patrol-external/example.yml \
+  -o .github/workflows/estc-newbie-contributor-patrol-external.yml && \
 curl -sL https://raw.githubusercontent.com/elastic/ai-github-actions/v0/gh-agent-workflows/newbie-contributor-fixer/example.yml \
   -o .github/workflows/newbie-contributor-fixer.yml
 ```
@@ -83,7 +83,7 @@ jobs:
 
 ---
 
-## Newbie Contributor Patrol External (detector variant)
+## Newbie Contributor Patrol External (Elastic-specific) (detector variant)
 
 Like Newbie Contributor Patrol, but also cross-references the repo's documentation against published Elastic documentation on `elastic.co/docs`. Contradictions between the repo and published docs are treated as blocking issues.
 
@@ -108,7 +108,7 @@ Like Newbie Contributor Patrol, but also cross-references the repo's documentati
 ### Example workflow
 
 ```yaml
-name: Newbie Contributor Patrol External
+name: Newbie Contributor Patrol External (Elastic-specific)
 on:
   schedule:
     - cron: "0 11 * * 1"
@@ -121,7 +121,7 @@ permissions:
 
 jobs:
   run:
-    uses: elastic/ai-github-actions/.github/workflows/gh-aw-newbie-contributor-patrol-external.lock.yml@v0
+    uses: elastic/ai-github-actions/.github/workflows/gh-aw-estc-newbie-contributor-patrol-external.lock.yml@v0
     secrets:
       COPILOT_GITHUB_TOKEN: ${{ secrets.COPILOT_GITHUB_TOKEN }}
 ```
diff --git a/gh-agent-workflows/README.md b/gh-agent-workflows/README.md
index a05753fd..6bb7f3e0 100644
--- a/gh-agent-workflows/README.md
+++ b/gh-agent-workflows/README.md
@@ -80,3 +80,14 @@ workflows, or `--repo OWNER/REPO` when auto-detection is not available.
 - `breaking-change-detector`
 - `code-duplication-detector`
 - `update-pr-body`
+
+## Elastic-specific Workflows
+
+These workflows are tailored for Elastic's internal tooling, documentation platform, and infrastructure. They reference Elastic's published documentation on `elastic.co/docs`, Elastic's style guide and `applies_to` tag conventions, or Elastic-owned infrastructure (Buildkite CI, downstream repositories). Use these if you are working in an Elastic repository.
+
+- [Docs PR Review (Elastic-specific)](estc-docs-pr-review/) — review docs for Elastic style guide, `applies_to` tags, and consistency with `elastic.co/docs`
+- [PR Buildkite Detective (Elastic-specific)](estc-pr-buildkite-detective/) — diagnose Buildkite CI failures and recommend fixes
+- [Docs Patrol External (Elastic-specific)](estc-docs-patrol-external/) — detect stale published Elastic documentation
+- [Newbie Contributor Patrol External (Elastic-specific)](estc-newbie-contributor-patrol-external/) — cross-reference repo docs against published Elastic documentation
+- [Downstream Health (Elastic-specific)](estc-downstream-health/) — monitor downstream Elastic repositories using AI workflows
+
diff --git a/gh-agent-workflows/docs-patrol-external/README.md b/gh-agent-workflows/estc-docs-patrol-external/README.md
similarity index 89%
rename from gh-agent-workflows/docs-patrol-external/README.md
rename to gh-agent-workflows/estc-docs-patrol-external/README.md
index bb262cf0..c8049bd6 100644
--- a/gh-agent-workflows/docs-patrol-external/README.md
+++ b/gh-agent-workflows/estc-docs-patrol-external/README.md
@@ -1,4 +1,4 @@
-# Docs Patrol External
+# Docs Patrol External (Elastic-specific)
 
 Detect code changes that require updates to published Elastic documentation, `applies_to` tags, or backports.
 
@@ -10,8 +10,8 @@ Like Docs Patrol, but focuses on changes that require updates to published Elast
 
 ```bash
 mkdir -p .github/workflows && curl -sL \
-  https://raw.githubusercontent.com/elastic/ai-github-actions/v0/gh-agent-workflows/docs-patrol-external/example.yml \
-  -o .github/workflows/docs-patrol-external.yml
+  https://raw.githubusercontent.com/elastic/ai-github-actions/v0/gh-agent-workflows/estc-docs-patrol-external/example.yml \
+  -o .github/workflows/estc-docs-patrol-external.yml
 ```
 
 See [example.yml](example.yml) for the full workflow file.
diff --git a/gh-agent-workflows/docs-patrol-external/example.yml b/gh-agent-workflows/estc-docs-patrol-external/example.yml
similarity index 63%
rename from gh-agent-workflows/docs-patrol-external/example.yml
rename to gh-agent-workflows/estc-docs-patrol-external/example.yml
index 62003801..1cf9aabe 100644
--- a/gh-agent-workflows/docs-patrol-external/example.yml
+++ b/gh-agent-workflows/estc-docs-patrol-external/example.yml
@@ -1,4 +1,4 @@
-name: Docs Patrol External
+name: Estc Docs Patrol External
 on:
   schedule:
     - cron: "0 14 * * 1-5"
@@ -11,6 +11,6 @@ permissions:
 
 jobs:
   run:
-    uses: elastic/ai-github-actions/.github/workflows/gh-aw-docs-patrol-external.lock.yml@v0
+    uses: elastic/ai-github-actions/.github/workflows/gh-aw-estc-docs-patrol-external.lock.yml@v0
     secrets:
       COPILOT_GITHUB_TOKEN: ${{ secrets.COPILOT_GITHUB_TOKEN }}
diff --git a/gh-agent-workflows/docs-pr-review/README.md b/gh-agent-workflows/estc-docs-pr-review/README.md
similarity index 93%
rename from gh-agent-workflows/docs-pr-review/README.md
rename to gh-agent-workflows/estc-docs-pr-review/README.md
index ba08b249..b21b5d0c 100644
--- a/gh-agent-workflows/docs-pr-review/README.md
+++ b/gh-agent-workflows/estc-docs-pr-review/README.md
@@ -1,4 +1,4 @@
-# Docs PR Review
+# Docs PR Review (Elastic-specific)
 
 Docs PR review from an Elastic technical writer perspective. Reviews documentation changes for style guide compliance, `applies_to` tag correctness, and consistency with published Elastic documentation.
 
@@ -13,8 +13,8 @@ Docs PR review from an Elastic technical writer perspective. Reviews documentati
 
 ```bash
 mkdir -p .github/workflows && curl -sL \
-  https://raw.githubusercontent.com/elastic/ai-github-actions/v0/gh-agent-workflows/docs-pr-review/example.yml \
-  -o .github/workflows/docs-pr-review.yml
+  https://raw.githubusercontent.com/elastic/ai-github-actions/v0/gh-agent-workflows/estc-docs-pr-review/example.yml \
+  -o .github/workflows/estc-docs-pr-review.yml
 ```
 
 See [example.yml](example.yml) for the full workflow file.
diff --git a/gh-agent-workflows/docs-pr-review/dogfood-with.yml b/gh-agent-workflows/estc-docs-pr-review/dogfood-with.yml
similarity index 100%
rename from gh-agent-workflows/docs-pr-review/dogfood-with.yml
rename to gh-agent-workflows/estc-docs-pr-review/dogfood-with.yml
diff --git a/gh-agent-workflows/docs-pr-review/example.yml b/gh-agent-workflows/estc-docs-pr-review/example.yml
similarity index 74%
rename from gh-agent-workflows/docs-pr-review/example.yml
rename to gh-agent-workflows/estc-docs-pr-review/example.yml
index 0c435785..daf0af4d 100644
--- a/gh-agent-workflows/docs-pr-review/example.yml
+++ b/gh-agent-workflows/estc-docs-pr-review/example.yml
@@ -1,4 +1,4 @@
-name: Docs PR Review
+name: Estc Docs PR Review
 on:
   issue_comment:
     types: [created]
@@ -15,6 +15,6 @@ jobs:
     if: >-
       github.event.issue.pull_request != null &&
       startsWith(github.event.comment.body, '/docs-review')
-    uses: elastic/ai-github-actions/.github/workflows/gh-aw-docs-pr-review.lock.yml@v0
+    uses: elastic/ai-github-actions/.github/workflows/gh-aw-estc-docs-pr-review.lock.yml@v0
     secrets:
       COPILOT_GITHUB_TOKEN: ${{ secrets.COPILOT_GITHUB_TOKEN }}
diff --git a/gh-agent-workflows/downstream-health/README.md b/gh-agent-workflows/estc-downstream-health/README.md
similarity index 88%
rename from gh-agent-workflows/downstream-health/README.md
rename to gh-agent-workflows/estc-downstream-health/README.md
index f544c141..ec2c1fd4 100644
--- a/gh-agent-workflows/downstream-health/README.md
+++ b/gh-agent-workflows/estc-downstream-health/README.md
@@ -1,4 +1,4 @@
-# Downstream Health
+# Downstream Health (Elastic-specific)
 
 Monitor downstream repositories using AI workflows and report quality issues.
 
@@ -10,8 +10,8 @@ Discovers elastic-owned repositories that use ai-github-actions workflows, monit
 
 ```bash
 mkdir -p .github/workflows && curl -sL \
-  https://raw.githubusercontent.com/elastic/ai-github-actions/v0/gh-agent-workflows/downstream-health/example.yml \
-  -o .github/workflows/downstream-health.yml
+  https://raw.githubusercontent.com/elastic/ai-github-actions/v0/gh-agent-workflows/estc-downstream-health/example.yml \
+  -o .github/workflows/estc-downstream-health.yml
 ```
 
 See [example.yml](example.yml) for the full workflow file.
diff --git a/gh-agent-workflows/downstream-health/example.yml b/gh-agent-workflows/estc-downstream-health/example.yml
similarity index 65%
rename from gh-agent-workflows/downstream-health/example.yml
rename to gh-agent-workflows/estc-downstream-health/example.yml
index 2def8285..0b9929cf 100644
--- a/gh-agent-workflows/downstream-health/example.yml
+++ b/gh-agent-workflows/estc-downstream-health/example.yml
@@ -1,4 +1,4 @@
-name: Downstream Health
+name: Estc Downstream Health
 on:
   schedule:
     - cron: "0 10 * * *"
@@ -12,6 +12,6 @@ permissions:
 
 jobs:
   run:
-    uses: elastic/ai-github-actions/.github/workflows/gh-aw-downstream-health.lock.yml@v0
+    uses: elastic/ai-github-actions/.github/workflows/gh-aw-estc-downstream-health.lock.yml@v0
     secrets:
       COPILOT_GITHUB_TOKEN: ${{ secrets.COPILOT_GITHUB_TOKEN }}
diff --git a/gh-agent-workflows/newbie-contributor-patrol-external/README.md b/gh-agent-workflows/estc-newbie-contributor-patrol-external/README.md
similarity index 85%
rename from gh-agent-workflows/newbie-contributor-patrol-external/README.md
rename to gh-agent-workflows/estc-newbie-contributor-patrol-external/README.md
index f5217ca7..803344d4 100644
--- a/gh-agent-workflows/newbie-contributor-patrol-external/README.md
+++ b/gh-agent-workflows/estc-newbie-contributor-patrol-external/README.md
@@ -1,4 +1,4 @@
-# Newbie Contributor Patrol External
+# Newbie Contributor Patrol External (Elastic-specific)
 
 Review docs from a new contributor perspective, cross-referencing published Elastic documentation.
 
@@ -10,8 +10,8 @@ Like Newbie Contributor Patrol, but also cross-references the repo's documentati
 
 ```bash
 mkdir -p .github/workflows && curl -sL \
-  https://raw.githubusercontent.com/elastic/ai-github-actions/v0/gh-agent-workflows/newbie-contributor-patrol-external/example.yml \
-  -o .github/workflows/newbie-contributor-patrol-external.yml
+  https://raw.githubusercontent.com/elastic/ai-github-actions/v0/gh-agent-workflows/estc-newbie-contributor-patrol-external/example.yml \
+  -o .github/workflows/estc-newbie-contributor-patrol-external.yml
 ```
 
 See [example.yml](example.yml) for the full workflow file.
diff --git a/gh-agent-workflows/newbie-contributor-patrol-external/example.yml b/gh-agent-workflows/estc-newbie-contributor-patrol-external/example.yml
similarity index 58%
rename from gh-agent-workflows/newbie-contributor-patrol-external/example.yml
rename to gh-agent-workflows/estc-newbie-contributor-patrol-external/example.yml
index a969b23a..598be1db 100644
--- a/gh-agent-workflows/newbie-contributor-patrol-external/example.yml
+++ b/gh-agent-workflows/estc-newbie-contributor-patrol-external/example.yml
@@ -1,4 +1,4 @@
-name: Newbie Contributor Patrol External
+name: Estc Newbie Contributor Patrol External
 on:
   schedule:
     - cron: "0 11 * * 1"
@@ -11,6 +11,6 @@ permissions:
 
 jobs:
   run:
-    uses: elastic/ai-github-actions/.github/workflows/gh-aw-newbie-contributor-patrol-external.lock.yml@v0
+    uses: elastic/ai-github-actions/.github/workflows/gh-aw-estc-newbie-contributor-patrol-external.lock.yml@v0
     secrets:
       COPILOT_GITHUB_TOKEN: ${{ secrets.COPILOT_GITHUB_TOKEN }}
diff --git a/gh-agent-workflows/pr-buildkite-detective/README.md b/gh-agent-workflows/estc-pr-buildkite-detective/README.md
similarity index 90%
rename from gh-agent-workflows/pr-buildkite-detective/README.md
rename to gh-agent-workflows/estc-pr-buildkite-detective/README.md
index dffa16ee..6f4f904d 100644
--- a/gh-agent-workflows/pr-buildkite-detective/README.md
+++ b/gh-agent-workflows/estc-pr-buildkite-detective/README.md
@@ -1,4 +1,4 @@
-# PR Buildkite Detective
+# PR Buildkite Detective (Elastic-specific)
 
 Analyze failed PR checks backed by Buildkite and report findings (read-only).
 
@@ -10,8 +10,8 @@ Triggered automatically when a commit status or check run reports a failure. Loo
 
 ````bash
 mkdir -p .github/workflows && curl -sL \
-  https://raw.githubusercontent.com/elastic/ai-github-actions/v0/gh-agent-workflows/pr-buildkite-detective/example.yml \
-  -o .github/workflows/pr-buildkite-detective.yml
+  https://raw.githubusercontent.com/elastic/ai-github-actions/v0/gh-agent-workflows/estc-pr-buildkite-detective/example.yml \
+  -o .github/workflows/estc-pr-buildkite-detective.yml
 ````
 
 See [example.yml](example.yml) for the full workflow file.
diff --git a/gh-agent-workflows/pr-buildkite-detective/example.yml b/gh-agent-workflows/estc-pr-buildkite-detective/example.yml
similarity index 84%
rename from gh-agent-workflows/pr-buildkite-detective/example.yml
rename to gh-agent-workflows/estc-pr-buildkite-detective/example.yml
index 0456c182..4ca452f4 100644
--- a/gh-agent-workflows/pr-buildkite-detective/example.yml
+++ b/gh-agent-workflows/estc-pr-buildkite-detective/example.yml
@@ -1,4 +1,4 @@
-name: PR Buildkite Detective
+name: Estc PR Buildkite Detective
 on:
   status:
   check_run:
@@ -16,7 +16,7 @@ jobs:
     if: >-
       (github.event_name == 'status' && github.event.state == 'failure') ||
       (github.event_name == 'check_run' && github.event.check_run.conclusion == 'failure')
-    uses: elastic/ai-github-actions/.github/workflows/gh-aw-pr-buildkite-detective.lock.yml@v0
+    uses: elastic/ai-github-actions/.github/workflows/gh-aw-estc-pr-buildkite-detective.lock.yml@v0
     with:
       buildkite-org: "elastic"
       # buildkite-pipeline: "your-pipeline"  # auto-discovered if omitted
diff --git a/mkdocs.yml b/mkdocs.yml
index e68fa980..c811a582 100644
--- a/mkdocs.yml
+++ b/mkdocs.yml
@@ -33,7 +33,6 @@ nav:
           - Plan: workflows/gh-agent-workflows/plan.md
           - Mention in Issue (no sandbox): workflows/gh-agent-workflows/mention-in-issue-no-sandbox.md
           - Mention in PR (no sandbox): workflows/gh-agent-workflows/mention-in-pr-no-sandbox.md
-          - Docs PR Review: workflows/gh-agent-workflows/docs-pr-review.md
       - Event-driven:
           - Automatic Issue Triage: workflows/gh-agent-workflows/issue-triage.md
           - PR Review: workflows/gh-agent-workflows/pr-review.md
@@ -43,7 +42,6 @@ nav:
           - Issue Fixer: workflows/gh-agent-workflows/issue-fixer.md
           - PR Actions Detective: workflows/gh-agent-workflows/pr-actions-detective.md
           - PR Actions Fixer: workflows/gh-agent-workflows/pr-actions-fixer.md
-          - PR Buildkite Detective: workflows/gh-agent-workflows/pr-buildkite-detective.md
       - Base Workflows:
           - Scheduled Audit: workflows/gh-agent-workflows/scheduled-audit.md
           - Scheduled Fix: workflows/gh-agent-workflows/scheduled-fix.md
@@ -58,7 +56,6 @@ nav:
               - Agent Suggestions: workflows/gh-agent-workflows/agent-suggestions.md
               - Breaking Change Detector: workflows/gh-agent-workflows/breaking-change-detector.md
               - Code Simplifier: workflows/gh-agent-workflows/code-simplifier.md
-              - Downstream Health: workflows/gh-agent-workflows/downstream-health.md
               - Flaky Test Investigator: workflows/gh-agent-workflows/flaky-test-investigator.md
               - Performance Profiler: workflows/gh-agent-workflows/performance-profiler.md
               - Project Summary: workflows/gh-agent-workflows/project-summary.md
@@ -66,6 +63,12 @@ nav:
               - Small Problem Fixer: workflows/gh-agent-workflows/small-problem-fixer.md
               - Stale Issues: workflows/gh-agent-workflows/stale-issues.md
               - Test Improver: workflows/gh-agent-workflows/test-improver.md
+      - Elastic-specific:
+          - Docs PR Review (Elastic-specific): workflows/gh-agent-workflows/estc-docs-pr-review.md
+          - PR Buildkite Detective (Elastic-specific): workflows/gh-agent-workflows/estc-pr-buildkite-detective.md
+          - Docs Patrol External (Elastic-specific): workflows/gh-agent-workflows/estc-docs-patrol-external.md
+          - Newbie Contributor Patrol External (Elastic-specific): workflows/gh-agent-workflows/estc-newbie-contributor-patrol-external.md
+          - Downstream Health (Elastic-specific): workflows/gh-agent-workflows/estc-downstream-health.md
   - Legacy:
       - Claude Workflows: workflows/claude-workflows.md
       - Migration Guide: migration-guide.md
diff --git a/scripts/dogfood.sh b/scripts/dogfood.sh
index a4710afa..f644b3e0 100755
--- a/scripts/dogfood.sh
+++ b/scripts/dogfood.sh
@@ -18,8 +18,8 @@ cd "$REPO_ROOT"
 
 # Workflows that are not dogfooded in this repository.
 EXCLUDED_WORKFLOWS=(
-  "docs-patrol-external"
-  "newbie-contributor-patrol-external"
+  "estc-docs-patrol-external"
+  "estc-newbie-contributor-patrol-external"
   "flaky-test-investigator"
   "issue-fixer"
   "mention-in-issue-no-sandbox"