SuffolkLITLab · nonprofittechy · Sep 19, 2026 · Sep 19, 2026
diff --git a/docs/assets/quality_checks/aldashboard_kiln_fixture.png b/docs/assets/quality_checks/aldashboard_kiln_fixture.png
diff --git a/docs/assets/quality_checks/aldashboard_linter.png b/docs/assets/quality_checks/aldashboard_linter.png
diff --git a/docs/assets/quality_checks/nvda_speech_viewer.png b/docs/assets/quality_checks/nvda_speech_viewer.png
diff --git a/docs/assets/quality_checks/pac_accessibility_report.png b/docs/assets/quality_checks/pac_accessibility_report.png
diff --git a/docs/assets/quality_checks/weaver_runtime_inspector.png b/docs/assets/quality_checks/weaver_runtime_inspector.png
diff --git a/docs/authoring/ai_mcp_and_rest.md b/docs/authoring/ai_mcp_and_rest.md
@@ -111,4 +111,5 @@ celery modules:
 2. Use MCP `tools/list` to discover available server capabilities.
 3. Use REST/MCP calls for concrete tasks (labeling, draft generation, validation).
 4. Apply the focused checklists in this section to review outputs before publishing.
+5. For end-to-end testing and API automation, see [Testing with AI](../automated_quality_checks/ai_testing.md).
 
diff --git a/docs/automated_quality_checks/ai_testing.md b/docs/automated_quality_checks/ai_testing.md
diff --git a/docs/automated_quality_checks/overview.md b/docs/automated_quality_checks/overview.md
@@ -85,6 +85,8 @@ real interview on a running server.
   and Git pre-commit hooks.
 - **[DAYamlChecker](./dayamlchecker.md)**: what it checks, what the diagnostic codes
   mean, and how to suppress a finding.
+- **[AI-assisted testing](./ai_testing.md)**: choosing and setting up a coding agent,
+  drafting ALKiln fixtures, checking state through the API, and verifying screenshots.
 - **[GitHub Actions](./github_actions.md)**: every action in
   `SuffolkLITLab/ALActions`, with workflows you can copy.
 - **[Logs and artifacts](./navigating_logs_and_artifacts.md)**: reading annotations,

diff --git a/docs/components/ALKiln/intro.mdx b/docs/components/ALKiln/intro.mdx
@@ -24,9 +24,10 @@ Ready to start testing? Need to quickly refresh your memory on some important po
 - [Set up ALKiln for your package](setup.mdx#recommended)
 - [Write your first test](setup.mdx#first-test)
 - [Generate a first draft for more complicated tests](writing_tests.mdx#alkiln_story)
+- [Use AI to draft test fixtures and design scenarios](../../automated_quality_checks/ai_testing.md)
 
-:::tip Looking for fast static checks?
-ALKiln performs **dynamic, end-to-end browser testing** on running servers. If you are looking for fast, lightweight static analysis (linting YAML syntax, WCAG checks, broken URL scanning, Jinja2 template verification, and Word document diffing), see our **[Automated quality checks](../../automated_quality_checks/overview.md)** and **[DAYamlChecker](../../automated_quality_checks/dayamlchecker.md)** documentation.
+:::tip Static checks and AI assistance
+ALKiln runs end-to-end browser tests against a live server. For static analysis, see **[Automated quality checks](../../automated_quality_checks/overview.md)** and **[DAYamlChecker](../../automated_quality_checks/dayamlchecker.md)**. For coding-agent and API workflows, see **[Testing with AI](../../automated_quality_checks/ai_testing.md)**.
 :::
 
 See [a few more reminders here](writing_tests.mdx#refresh).

diff --git a/sidebars.js b/sidebars.js
@@ -346,6 +346,7 @@ module.exports = {
                 'automated_quality_checks/automated_quality_checks_overview',
                 'automated_quality_checks/running_checks_locally',
                 'automated_quality_checks/dayamlchecker',
+                'automated_quality_checks/ai_testing',
                 'automated_quality_checks/github_actions',
                 'automated_quality_checks/navigating_logs_and_artifacts',
             ]