diff --git a/.github/scripts/select_docs_preview_targets.py b/.github/scripts/select_docs_preview_targets.py
new file mode 100644
index 0000000000..6365556153
--- /dev/null
+++ b/.github/scripts/select_docs_preview_targets.py
@@ -0,0 +1,121 @@
+#!/usr/bin/env python3
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
+
+"""Select pages that are safe to render incrementally for a PR preview."""
+
+from __future__ import annotations
+
+import argparse
+import sys
+from dataclasses import dataclass
+from pathlib import Path, PurePosixPath
+
+
+PAGE_SUFFIXES = {".qmd", ".md", ".ipynb"}
+ASSET_SUFFIXES = {".avif", ".gif", ".jpeg", ".jpg", ".pdf", ".png", ".svg", ".webp"}
+UNSAFE_TOP_LEVEL = {
+    "_extensions",
+    "_freeze",
+    "_source",
+    "environments",
+    "llm",
+    "scripts",
+}
+STATUS_MAP = {
+    "added": "A",
+    "modified": "M",
+    "removed": "D",
+    "renamed": "R",
+    "copied": "C",
+    "changed": "T",
+}
+
+
+@dataclass(frozen=True)
+class Selection:
+    targets: tuple[str, ...] = ()
+    assets: tuple[str, ...] = ()
+    fallback_reason: str | None = None
+
+    @property
+    def is_targeted(self) -> bool:
+        return self.fallback_reason is None
+
+
+def select(changes: list[tuple[str, tuple[str, ...]]]) -> Selection:
+    targets: set[str] = set()
+    assets: set[str] = set()
+
+    for status, paths in changes:
+        if status not in {"A", "M"} or len(paths) != 1:
+            return Selection(fallback_reason=f"{status} change requires a full render")
+
+        path = PurePosixPath(paths[0])
+        if not path.parts or path.parts[0] != "site" or len(path.parts) < 2:
+            return Selection(fallback_reason=f"{path} is outside targetable site content")
+
+        relative = PurePosixPath(*path.parts[1:])
+        if relative.parts[0] in UNSAFE_TOP_LEVEL:
+            return Selection(fallback_reason=f"{path} can affect generated or global content")
+        if any(part.startswith("_") for part in relative.parts):
+            return Selection(fallback_reason=f"{path} is Quarto metadata or shared content")
+
+        suffix = relative.suffix.lower()
+        if suffix in PAGE_SUFFIXES:
+            targets.add(relative.as_posix())
+        elif suffix in ASSET_SUFFIXES:
+            assets.add(relative.as_posix())
+        else:
+            return Selection(fallback_reason=f"{path} is not a targetable page or asset")
+
+    if not targets:
+        return Selection(fallback_reason="no changed renderable pages were found")
+
+    return Selection(tuple(sorted(targets)), tuple(sorted(assets)))
+
+
+def parse_changed_files(output: str) -> list[tuple[str, tuple[str, ...]]]:
+    changes: list[tuple[str, tuple[str, ...]]] = []
+    for line in output.splitlines():
+        fields = line.split("\t")
+        if len(fields) < 2:
+            raise ValueError(f"Unexpected changed-file line: {line!r}")
+        status = STATUS_MAP.get(fields[0], fields[0][0].upper())
+        changes.append((status, tuple(field for field in fields[1:] if field)))
+    return changes
+
+
+def write_lines(path: Path, values: tuple[str, ...]) -> None:
+    path.write_text("".join(f"{value}\n" for value in values))
+
+
+def main() -> int:
+    parser = argparse.ArgumentParser()
+    parser.add_argument("--changes", default="-")
+    parser.add_argument("--targets", type=Path, required=True)
+    parser.add_argument("--assets", type=Path, required=True)
+    args = parser.parse_args()
+
+    if args.changes == "-":
+        changed_files = sys.stdin.read()
+    else:
+        changed_files = Path(args.changes).read_text()
+
+    selection = select(parse_changed_files(changed_files))
+    if not selection.is_targeted:
+        print(f"Full render required: {selection.fallback_reason}")
+        return 3
+
+    write_lines(args.targets, selection.targets)
+    write_lines(args.assets, selection.assets)
+    print("Targeted render pages:")
+    print("\n".join(selection.targets))
+    if selection.assets:
+        print("Targeted preview assets:")
+        print("\n".join(selection.assets))
+    return 0
+
+
+if __name__ == "__main__":
+    raise SystemExit(main())
diff --git a/.github/scripts/test_select_docs_preview_targets.py b/.github/scripts/test_select_docs_preview_targets.py
new file mode 100644
index 0000000000..63edb3be40
--- /dev/null
+++ b/.github/scripts/test_select_docs_preview_targets.py
@@ -0,0 +1,65 @@
+# Copyright © 2023-2026 ValidMind Inc. All rights reserved.
+# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
+
+import unittest
+
+from select_docs_preview_targets import parse_changed_files, select
+
+
+class SelectDocsPreviewTargetsTest(unittest.TestCase):
+    def test_selects_changed_pages_and_assets(self):
+        result = select(
+            [
+                ("M", ("site/guide/example.qmd",)),
+                ("A", ("site/guide/images/example.png",)),
+            ]
+        )
+
+        self.assertTrue(result.is_targeted)
+        self.assertEqual(result.targets, ("guide/example.qmd",))
+        self.assertEqual(result.assets, ("guide/images/example.png",))
+
+    def test_global_quarto_change_requires_full_render(self):
+        result = select([("M", ("site/_quarto.yml",))])
+
+        self.assertFalse(result.is_targeted)
+
+    def test_shared_metadata_requires_full_render(self):
+        result = select([("M", ("site/releases/_metadata.yml",))])
+
+        self.assertFalse(result.is_targeted)
+
+    def test_deleted_page_requires_full_render(self):
+        result = select([("D", ("site/guide/old.qmd",))])
+
+        self.assertFalse(result.is_targeted)
+
+    def test_non_site_change_requires_full_render(self):
+        result = select([("M", (".github/workflows/example.yaml",))])
+
+        self.assertFalse(result.is_targeted)
+
+    def test_asset_only_change_requires_full_render(self):
+        result = select([("M", ("site/guide/images/example.png",))])
+
+        self.assertFalse(result.is_targeted)
+
+    def test_generated_corpus_change_requires_full_render(self):
+        result = select([("M", ("site/llm/AGENTS.md",))])
+
+        self.assertFalse(result.is_targeted)
+
+    def test_parses_renames_for_safe_fallback(self):
+        changes = parse_changed_files(
+            "renamed\tsite/guide/new.qmd\tsite/guide/old.qmd\n"
+        )
+
+        self.assertEqual(
+            changes,
+            [("R", ("site/guide/new.qmd", "site/guide/old.qmd"))],
+        )
+        self.assertFalse(select(changes).is_targeted)
+
+
+if __name__ == "__main__":
+    unittest.main()
diff --git a/.github/workflows/deploy-docs-prod.yaml b/.github/workflows/deploy-docs-prod.yaml
index f776ba1f9a..a5cf93268d 100644
--- a/.github/workflows/deploy-docs-prod.yaml
+++ b/.github/workflows/deploy-docs-prod.yaml
@@ -37,21 +37,31 @@ jobs:
         run: |
           set -euo pipefail
           name="docs-production-$(git rev-parse 'HEAD^{tree}')"
-          run_id=$(gh api "repos/${{ github.repository }}/actions/artifacts?name=$name&per_page=100" \
-            --jq '[.artifacts[] | select(.expired == false)] | sort_by(.created_at) | reverse | .[0].workflow_run.id // empty')
-
           echo "name=$name" >> "$GITHUB_OUTPUT"
-          if [[ -n "$run_id" ]]; then
-            echo "Found $name in workflow run $run_id"
-            echo "found=true" >> "$GITHUB_OUTPUT"
-            echo "run_id=$run_id" >> "$GITHUB_OUTPUT"
-          else
-            echo "No matching artifact found; falling back to a full production build."
-            echo "found=false" >> "$GITHUB_OUTPUT"
+
+          run_id=""
+          while read -r candidate; do
+            [[ -z "$candidate" ]] && continue
+            run=$(gh api "repos/${{ github.repository }}/actions/runs/$candidate")
+            run_path=$(jq -r .path <<< "$run")
+            conclusion=$(jq -r .conclusion <<< "$run")
+            if [[ "$run_path" == ".github/workflows/deploy-docs-staging.yaml" && "$conclusion" == "success" ]]; then
+              run_id="$candidate"
+              break
+            fi
+            echo "Ignoring $name from untrusted or unsuccessful workflow run $candidate ($run_path: $conclusion)"
+          done < <(gh api "repos/${{ github.repository }}/actions/artifacts?name=$name&per_page=100" \
+            --jq '[.artifacts[] | select(.expired == false)] | sort_by(.created_at) | reverse | .[].workflow_run.id')
+
+          if [[ -z "$run_id" ]]; then
+            echo "::error::No fully validated production artifact named $name was produced by a successful staging workflow. Production was not modified."
+            exit 1
           fi
 
+          echo "Found validated $name in staging workflow run $run_id"
+          echo "run_id=$run_id" >> "$GITHUB_OUTPUT"
+
       - name: Download prebuilt production docs
-        if: steps.production-artifact.outputs.found == 'true'
         uses: actions/download-artifact@v4
         with:
           name: ${{ steps.production-artifact.outputs.name }}
@@ -61,35 +71,15 @@ jobs:
           run-id: ${{ steps.production-artifact.outputs.run_id }}
 
       - name: Extract prebuilt production docs
-        if: steps.production-artifact.outputs.found == 'true'
         run: |
           mkdir -p site/_site
           tar --zstd -xf "$RUNNER_TEMP/production-artifact/docs-production.tar.zst" -C site/_site
 
-      # Reclaim space only when the prebuilt artifact is unavailable and the
-      # workflow must perform the original full-site build.
-      - name: Free space + create reserve
-        if: steps.production-artifact.outputs.found != 'true'
-        uses: ./.github/actions/free-disk-space
-        with:
-          remove_dotnet: "true"
-          remove_android: "true"
-          remove_haskell: "true"
-          prune_docker: "true"
-          apt_cleanup: "true"
-          create_reserve_gb: "3"
-
-      - name: Build production docs site
-        if: steps.production-artifact.outputs.found != 'true'
-        uses: ./.github/actions/build-docs-site
-        with:
-          profile: production
-          docs_ci_ro_pat: ${{ secrets.DOCS_CI_RO_PAT }}
-          quarto_version: ${{ vars.QUARTO_VERSION }}
-          library_ref: main
-          installation_ref: main
-          release_notes_ref: main
-          backend_ref: main
+      - name: Verify production artifact contents
+        run: |
+          test -s site/_site/index.html
+          test -s site/_site/search.json
+          test -s site/_site/listings.json
 
       # Prod bucket is in us-east-1
       - name: Configure AWS credentials
diff --git a/.github/workflows/deploy-docs-staging.yaml b/.github/workflows/deploy-docs-staging.yaml
index 1681ea6d5c..38d88dbb4b 100644
--- a/.github/workflows/deploy-docs-staging.yaml
+++ b/.github/workflows/deploy-docs-staging.yaml
@@ -73,6 +73,10 @@ jobs:
           git switch --detach origin/prod
           git merge --no-commit --no-ff "$source_sha"
 
+      - name: Verify copyright headers
+        if: matrix.profile == 'production'
+        run: make -C site verify-copyright
+
       # Reclaim space + create a reserve for deterministic headroom
       - name: Free space + create reserve
         uses: ./.github/actions/free-disk-space
@@ -95,6 +99,49 @@ jobs:
           release_notes_ref: ${{ needs.resolve-sources.outputs.release_notes }}
           backend_ref: ${{ needs.resolve-sources.outputs.backend }}
 
+      - name: Test production render for warnings or errors
+        if: matrix.profile == 'production'
+        run: |
+          if grep -q 'WARN\|WARNING\|ERROR:' site/render_errors.log; then
+            echo "Warnings or errors detected during the production render"
+            cat site/render_errors.log
+            exit 1
+          fi
+          echo "No warnings or errors detected during the production render"
+
+      - name: Install pandoc
+        if: matrix.profile == 'production'
+        run: |
+          sudo apt-get update
+          sudo apt-get install -y pandoc
+
+      - name: Verify chatbot product map is up to date
+        if: matrix.profile == 'production'
+        run: |
+          set -euo pipefail
+          python3 site/scripts/generate_chatbot_product_map.py
+          git diff --exit-code -- \
+            site/llm/chatbot-product-map.md \
+            site/llm/chatbot-product-map-frontend-snapshot.json
+
+      - name: Test chatbot product map generator
+        if: matrix.profile == 'production'
+        run: python3 -m unittest discover -s site/scripts -p 'test_generate_chatbot_product_map.py' -v
+
+      - name: Validate LLM markdown render
+        if: matrix.profile == 'production'
+        run: bash llm/render.sh && bash llm/clean.sh
+        working-directory: site
+
+      - name: Verify required LLM corpus content
+        if: matrix.profile == 'production'
+        run: |
+          test -f site/llm/_llm-output/chatbot-product-map.md
+          test -f site/llm/_llm-output/AGENTS.md
+          test -f site/llm/_llm-output/about/using-the-documentation.md
+          test ! -f site/llm/_llm-output/about/contributing/validmind-community.md
+          test ! -d site/llm/_llm-output/about/contributing/style-guide
+
       - name: Add robots.txt for staging
         if: matrix.profile == 'staging'
         run: cp site/environments/robots-staging.txt site/_site/robots.txt
@@ -140,6 +187,7 @@ jobs:
             site/_source/backend
             site/render_errors.log
             site/_freeze
+            site/llm/_llm-output
             dev.env
             valid.env
 
diff --git a/.github/workflows/full-docs-validation.yaml b/.github/workflows/full-docs-validation.yaml
index 6da9d703e9..68900beca3 100644
--- a/.github/workflows/full-docs-validation.yaml
+++ b/.github/workflows/full-docs-validation.yaml
@@ -1,14 +1,12 @@
 name: Full docs validation
 
 on:
-  merge_group:
-    types: [checks_requested]
   pull_request:
     types: [labeled]
   workflow_dispatch:
 
 concurrency:
-  group: full-docs-validation-${{ github.event.pull_request.number || github.event.merge_group.head_sha || github.ref }}
+  group: full-docs-validation-${{ github.event.pull_request.number || github.ref }}-${{ github.event.label.name || 'run' }}
   cancel-in-progress: true
 
 permissions:
diff --git a/.github/workflows/validate-docs-merge-group.yaml b/.github/workflows/validate-docs-merge-group.yaml
new file mode 100644
index 0000000000..dd05a64f4b
--- /dev/null
+++ b/.github/workflows/validate-docs-merge-group.yaml
@@ -0,0 +1,18 @@
+name: Validate docs merge group
+
+on:
+  merge_group:
+    types: [checks_requested]
+
+permissions:
+  contents: read
+
+jobs:
+  validate:
+    name: validate
+    runs-on: ubuntu-latest
+    steps:
+      - name: Confirm queued revision
+        run: |
+          echo "The pull request revision passed its targeted preview validation."
+          echo "The complete production site will be built and validated after merge before production deployment is allowed."
diff --git a/.github/workflows/validate-docs-site.yaml b/.github/workflows/validate-docs-site.yaml
index 5e81cd6896..48e506435a 100644
--- a/.github/workflows/validate-docs-site.yaml
+++ b/.github/workflows/validate-docs-site.yaml
@@ -10,6 +10,10 @@ permissions:
   issues: write
   pull-requests: write
 
+concurrency:
+  group: validate-docs-${{ github.event.pull_request.number }}
+  cancel-in-progress: true
+
 jobs:
   validate:
     runs-on: ubuntu-latest
@@ -20,7 +24,7 @@ jobs:
       uses: actions/checkout@v4
       with:
         ref: ${{ github.head_ref }}
-        fetch-depth: 0
+        fetch-depth: 1
         token: ${{ secrets.GITHUB_TOKEN }}
 
     - name: Check out release-notes repository
@@ -63,10 +67,48 @@ jobs:
         cat .release-preview-targets
         echo "fast=true" >> "$GITHUB_OUTPUT"
 
+    - name: Determine preview render scope
+      id: preview
+      env:
+        GH_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+        PR_NUMBER: ${{ github.event.pull_request.number }}
+      run: |
+        set -euo pipefail
+        if [[ "${{ steps.release-preview.outputs.fast }}" == "true" ]]; then
+          echo "targeted=true" >> "$GITHUB_OUTPUT"
+          echo "mode=release" >> "$GITHUB_OUTPUT"
+          exit 0
+        fi
+
+        set +e
+        gh api --paginate "repos/${GITHUB_REPOSITORY}/pulls/${PR_NUMBER}/files" \
+          --jq '.[] | [.status, .filename, (.previous_filename // "")] | @tsv' \
+          | python3 .github/scripts/select_docs_preview_targets.py \
+          --changes - \
+          --targets .preview-targets \
+          --assets .preview-assets
+        selector_status=$?
+        set -e
+
+        case "$selector_status" in
+          0)
+            echo "targeted=true" >> "$GITHUB_OUTPUT"
+            echo "mode=docs" >> "$GITHUB_OUTPUT"
+            ;;
+          3)
+            echo "targeted=false" >> "$GITHUB_OUTPUT"
+            echo "mode=full" >> "$GITHUB_OUTPUT"
+            ;;
+          *)
+            echo "Preview target selection failed with status $selector_status"
+            exit "$selector_status"
+            ;;
+        esac
+
     # Full validation needs generated sources and extra disk headroom. Automated
-    # release-note previews reuse the already validated staging build instead.
+    # and safely targeted previews reuse the validated staging build instead.
     - name: Free space + create reserve
-      if: steps.release-preview.outputs.fast != 'true'
+      if: steps.preview.outputs.targeted != 'true'
       uses: ./.github/actions/free-disk-space
       with:
         remove_dotnet: "true"
@@ -77,7 +119,7 @@ jobs:
         create_reserve_gb: "3"
 
     - name: Check out validmind-library repository
-      if: steps.release-preview.outputs.fast != 'true'
+      if: steps.preview.outputs.targeted != 'true'
       uses: actions/checkout@v4
       with:
         repository: validmind/validmind-library
@@ -85,7 +127,7 @@ jobs:
         token: ${{ secrets.DOCS_CI_RO_PAT }}
 
     - name: Check out installation repository
-      if: steps.release-preview.outputs.fast != 'true'
+      if: steps.preview.outputs.targeted != 'true'
       uses: actions/checkout@v4
       with:
         repository: validmind/installation
@@ -96,7 +138,7 @@ jobs:
         sparse-checkout-cone-mode: true
 
     - name: Check out backend repository
-      if: steps.release-preview.outputs.fast != 'true'
+      if: steps.preview.outputs.targeted != 'true'
       uses: actions/checkout@v4
       with:
         repository: validmind/backend
@@ -107,7 +149,7 @@ jobs:
         sparse-checkout-cone-mode: true
 
     - name: Set up uv
-      if: steps.release-preview.outputs.fast != 'true'
+      if: steps.preview.outputs.targeted != 'true'
       uses: astral-sh/setup-uv@v5
 
     - name: Verify copyright headers
@@ -120,11 +162,13 @@ jobs:
       with:
         version: pre-release
 
-    - name: Test preview index merge
-      run: python3 -m unittest discover -s .github/scripts -p 'test_merge_quarto_indexes.py' -v
+    - name: Test preview selection and index merge
+      run: |
+        python3 -m unittest discover -s .github/scripts -p 'test_select_docs_preview_targets.py' -v
+        python3 -m unittest discover -s .github/scripts -p 'test_merge_quarto_indexes.py' -v
 
     - name: Generate Python library docs
-      if: steps.release-preview.outputs.fast != 'true'
+      if: steps.preview.outputs.targeted != 'true'
       run: |
         cd site/_source/validmind-library
         make install && make quarto-docs
@@ -134,12 +178,12 @@ jobs:
         rsync -av --exclude '_build' --exclude 'templates' _source/validmind-library/docs/ validmind/
 
     - name: Generate template schema docs
-      if: steps.release-preview.outputs.fast != 'true'
+      if: steps.preview.outputs.targeted != 'true'
       run: |
         BACKEND_ROOT=site/_source/backend uv run --with json-schema-for-humans python scripts/generate_template_schema_docs.py
 
     - name: Populate installation
-      if: steps.release-preview.outputs.fast != 'true'
+      if: steps.preview.outputs.targeted != 'true'
       run: cp -r site/_source/installation/site/installation site/installation
 
     - name: Populate release notes
@@ -154,20 +198,24 @@ jobs:
       run: aws configure set aws_access_key_id ${{ secrets.AWS_ACCESS_KEY_ID_STAGING }} && aws configure set aws_secret_access_key ${{ secrets.AWS_SECRET_ACCESS_KEY_STAGING }} && aws configure set default.region us-east-1
 
     - name: Seed targeted render from staging
-      if: steps.release-preview.outputs.fast == 'true'
+      if: steps.preview.outputs.targeted == 'true'
       run: |
         mkdir -p site/_site/releases site/.preview-indexes site/validmind
         # The navbar links to this generated source file. The complete rendered
         # Python API is reused from staging; this placeholder only lets Quarto
         # resolve the link while rendering release pages.
         touch site/validmind/validmind.qmd
-        aws s3 sync s3://validmind-docs-staging/site/releases site/_site/releases \
-          --exclude "*" --include "*.html" --no-progress
         aws s3 cp s3://validmind-docs-staging/site/search.json site/.preview-indexes/search.json --no-progress
         aws s3 cp s3://validmind-docs-staging/site/listings.json site/.preview-indexes/listings.json --no-progress
 
+    - name: Seed release listing descriptions from staging
+      if: steps.preview.outputs.mode == 'release'
+      run: |
+        aws s3 sync s3://validmind-docs-staging/site/releases site/_site/releases \
+          --exclude "*" --include "*.html" --no-progress
+
     - name: Render targeted release preview
-      if: steps.release-preview.outputs.fast == 'true'
+      if: steps.preview.outputs.mode == 'release'
       run: |
         cd site
         : > render_errors.log
@@ -194,8 +242,32 @@ jobs:
           --base-listings .preview-indexes/listings.json \
           --partial-listings _site/listings.json
 
+    - name: Render targeted documentation preview
+      if: steps.preview.outputs.mode == 'docs'
+      run: |
+        cd site
+        : > render_errors.log
+        while read -r target; do
+          quarto render --profile development "$target" 2>&1 | tee -a render_errors.log || {
+            echo "Quarto render failed immediately"
+            cat render_errors.log
+            exit 1
+          }
+        done < ../.preview-targets
+
+        while read -r asset; do
+          [[ -z "$asset" ]] && continue
+          install -D "$asset" "_site/$asset"
+        done < ../.preview-assets
+
+        python3 ../.github/scripts/merge_quarto_indexes.py \
+          --base-search .preview-indexes/search.json \
+          --partial-search _site/search.json \
+          --base-listings .preview-indexes/listings.json \
+          --partial-listings _site/listings.json
+
     - name: Render demo docs site
-      if: steps.release-preview.outputs.fast != 'true'
+      if: steps.preview.outputs.targeted != 'true'
       run: |
         cd site
         quarto render --profile development 2>&1 | tee render_errors.log || {
@@ -221,12 +293,18 @@ jobs:
     - name: Deploy PR preview
       run: |
         preview_path="s3://validmind-docs-staging/site/pr_previews/${{ github.head_ref }}"
-        if [[ "${{ steps.release-preview.outputs.fast }}" == "true" ]]; then
+        if [[ "${{ steps.preview.outputs.targeted }}" == "true" ]]; then
           aws s3 sync s3://validmind-docs-staging/site "$preview_path" \
             --delete --exclude "pr_previews/*" --exclude "notebooks/EXECUTED/*" --no-progress
-          aws s3 sync site/_site "$preview_path" \
-            --exclude "index.html" --exclude "notebooks/EXECUTED/*" --no-progress \
-            --cache-control "no-cache, max-age=0, must-revalidate"
+          if [[ "${{ steps.preview.outputs.mode }}" == "release" ]]; then
+            aws s3 sync site/_site "$preview_path" \
+              --exclude "index.html" --exclude "notebooks/EXECUTED/*" --no-progress \
+              --cache-control "no-cache, max-age=0, must-revalidate"
+          else
+            aws s3 sync site/_site "$preview_path" \
+              --exclude "notebooks/EXECUTED/*" --no-progress \
+              --cache-control "no-cache, max-age=0, must-revalidate"
+          fi
         else
           aws s3 sync site/_site "$preview_path" --delete \
             --exclude "notebooks/EXECUTED/*" \
@@ -284,13 +362,13 @@ jobs:
           console.log(`Dispatched Lighthouse check for PR #${context.issue.number}`);
 
     - name: Install pandoc
-      if: steps.release-preview.outputs.fast != 'true'
+      if: steps.preview.outputs.targeted != 'true'
       run: |
         sudo apt-get update
         sudo apt-get install -y pandoc
 
     - name: Verify chatbot product map is up to date
-      if: steps.release-preview.outputs.fast != 'true'
+      if: steps.preview.outputs.targeted != 'true'
       run: |
         set -euo pipefail
         python3 site/scripts/generate_chatbot_product_map.py
@@ -323,16 +401,16 @@ jobs:
         echo "Auto-committed refreshed site/llm/chatbot-product-map.md."
 
     - name: Test chatbot product map generator
-      if: steps.release-preview.outputs.fast != 'true'
+      if: steps.preview.outputs.targeted != 'true'
       run: python3 -m unittest discover -s site/scripts -p 'test_generate_chatbot_product_map.py' -v
 
     - name: Validate LLM markdown render
-      if: steps.release-preview.outputs.fast != 'true'
+      if: steps.preview.outputs.targeted != 'true'
       run: bash llm/render.sh && bash llm/clean.sh
       working-directory: site
 
     - name: Verify LLM corpus includes product map and docs IA hub
-      if: steps.release-preview.outputs.fast != 'true'
+      if: steps.preview.outputs.targeted != 'true'
       run: |
         test -f site/llm/_llm-output/chatbot-product-map.md
         test -f site/llm/_llm-output/AGENTS.md