diff --git a/rpa-dashboard-ai/SKILL.md b/rpa-dashboard-ai/SKILL.md
new file mode 100644
index 0000000..1de3601
--- /dev/null
+++ b/rpa-dashboard-ai/SKILL.md
@@ -0,0 +1,126 @@
+---
+name: rpa-dashboard-ai
+description: Builds a working dashboard for an RPA bot or service that uses AI (an LLM or OCR extraction call). It has everything from rpa-dashboard-no-ai (sidebar, top bar with dark toggle and status dot, KPI cards, batch donut, run panel with steps and live log, report table with search and export) plus confidence bands, a review split pane (source document beside the extracted fields, band filters, draft edits, Verify) and an approve gate the server enforces. Web path is React + Vite + Tailwind with a sample-data server stub. Use when the user asks for an "AI RPA dashboard", an "extraction dashboard", an "LLM/OCR review dashboard", or any RPA/bot dashboard in a project that calls an LLM or OCR to extract fields. Needs rpa-dashboard-no-ai installed next to it.
+---
+
+# RPA dashboard (AI)
+
+Everything this skill needs is bundled. Never read the original source projects.
+Shared files live in the no-AI skill, installed next to this one: `<no-ai>` below
+means `../rpa-dashboard-no-ai/templates/`.
+
+| File | What it is |
+|---|---|
+| `templates/web/` | The React + Vite + Tailwind starter: shell, KPI, donut, run panel, report, **band legend, review split pane, approve gate**, sample data. |
+| `templates/web/server_stub.py` | Sample-data backend for runs, review rows and the approve gate. Standard library only. |
+| `templates/web/bands.py` | The band cut points and rules. The one source of truth: the backend imports it. |
+| `templates/contract.md` | The AI contract: runs, review rows, endpoints and the gate. Extends `<no-ai>contract.md`. |
+| `templates/reference/` | Superbill Review extracts, marked EXAMPLE ONLY. Use them to port extra polish, never copy their project names. |
+| `<no-ai>frontend.md`, `<no-ai>detect_frontend.py` | Existing frontend: detect, report, keep or restyle. |
+| `<no-ai>themes.md`, `<no-ai>palette.py` | Theme presets and the custom-colour steps. |
+| `<no-ai>contract.md` | The no-AI contract the AI one extends. |
+
+The questions are the same as the no-AI skill's, in the same order. Ask one at a
+time and wait for the answer. If the user's request already answers a question,
+don't ask it again.
+
+## 1. Scan the project
+
+Before asking anything:
+- **Frontend:** run `python <no-ai>detect_frontend.py <project root>` and read
+  `<no-ai>frontend.md` section 1.
+- **AI call:** find the LLM or OCR extraction (for example `genai`, `openai`,
+  `anthropic`, Textract or Tesseract calls): which fields it returns, which are
+  mandatory, and whether it returns per-word scores.
+- **Bot or backend:** the entry point, what it prints, and any web framework
+  (FastAPI, Flask, Django).
+
+If the project has no AI call at all, say so and suggest `rpa-dashboard-no-ai`.
+
+## 2. Report the frontend, then ask keep or restyle
+
+Follow `<no-ai>frontend.md` sections 2 to 5.
+- **No frontend:** say "No existing frontend found." and go to step 3.
+- **Frontend found:** say "Frontend found at `<path>`, stack `<stack>`, colours
+  `<main tokens>`." Then ask: **keep its look**, or **restyle** it?
+
+## 3. Ask for colours
+
+Skip this if the user chose keep. Offer:
+1. **Tebra Sky**: blue glass cards on a sky gradient.
+2. **Superbill Ember**: flat surfaces with a red-orange brand gradient.
+3. **Custom**: the user gives one brand hex colour.
+
+## 4. Ask desktop or web
+
+Ask only if there is no frontend. If there is one, use its stack. If the project
+uses PyQt, choose desktop and say so.
+- **Web:** the React starter in `templates/web/`, served by the backend.
+- **Desktop:** the plain-HTML AI sections for the PyQt page aren't bundled yet.
+  Tell the user, and offer the web path or the no-AI desktop page
+  (`rpa-dashboard-no-ai`) without the AI sections.
+
+## 5. Ask which optional sections to build
+
+Always built: the no-AI shell and sections, plus the band legend, the review split
+pane and the approve gate. Ask which extras to add (choose any, or none):
+**checkpoint tracker**, **admin/roles screen**, **login page**. Build only the
+chosen ones at their `OPTIONAL:` markers, and delete the markers.
+
+## 6. Build (web)
+
+1. Copy `templates/web/` into the project as `dashboard/` (an existing frontend:
+   see `<no-ai>frontend.md` section 3; in an existing React app, port the
+   `src/` components into it). Don't copy `node_modules/` or `dist/`.
+2. Fill every `{{...}}` in `dashboard/index.html`'s CONFIG block:
+
+   | Placeholder | Value |
+   |---|---|
+   | `APP_NAME`, `APP_SUBTITLE` | The project's name and a short tagline. |
+   | `LOGO_SRC` | The logo's path, or empty. |
+   | `STEPS_JSON` | The run steps as a JSON list, for example `["Initializing","Extract","Review","Completed"]`. |
+   | `REPORT_COLUMNS_JSON` | `[{"key":..., "label":...}]`, with a `status` column. |
+   | `API_BASE` | `/api` unless the backend mounts the dashboard API elsewhere. Keep it equal to `API` in `server_stub.py`. |
+
+3. Apply the theme in `dashboard/src/index.css` only: replace the `body{...}` and
+   `body.dark{...}` token blocks with the preset from `<no-ai>themes.md` (for Ember,
+   add its font `<link>` to `index.html`'s `<head>`), or with
+   `python <no-ai>palette.py "<hex>"` tokens for a custom colour, showing the user
+   its contrast table. For keep, fill them from the project's tokens
+   (`<no-ai>frontend.md` section 4). Never change the band colour block.
+4. Search the output for `{{`. None may be left.
+
+## 7. Wire the data
+
+The contracts: `<no-ai>contract.md` for the shell, `templates/contract.md` for runs,
+review rows and the gate.
+- **Sample data (no backend for these endpoints yet):** keep `SAMPLE_DATA = true` in
+  `src/store.ts` and use `server_stub.py`. Replace its `SAMPLE_FIELDS` with the
+  fields the project's extraction really returns (name, a sample value, word scores,
+  mandatory). Tell the user which endpoints their backend must serve later.
+- **Backend exists:** add the endpoints from `templates/contract.md` to it. Copy
+  `bands.py` next to it and band every field with `field_band(word_scores, value,
+  mandatory)`. The approve endpoint must refuse (409 with `detail`) while any flagged
+  field is unverified: the page never decides that. For the shell, set
+  `SAMPLE_DATA = false` and serve the no-AI endpoints too.
+- Never invent fields, model names or prices the project doesn't have.
+
+## 8. Verify
+
+```
+cd dashboard
+npm install
+npm run build
+python server_stub.py        # page + sample API on http://127.0.0.1:8000
+```
+
+Open the page and check, in light, dark (the toggle) and a window 820px wide or less:
+- the dashboard, Run and Report tabs show sample data;
+- on Review: the band legend counts and the caveat, band filters, a typed edit marked
+  unsaved until Save, a refused Approve while flagged fields are unverified, and
+  "page X of Y" on a running document;
+- no `{{` is left and the console shows no script errors.
+
+If you can't run npm here, say so and give the user these commands. Finish by
+telling the user where the files are, which theme and sections were built, and
+whether the review data is sample data or the backend's.
diff --git a/rpa-dashboard-ai/templates/contract.md b/rpa-dashboard-ai/templates/contract.md
new file mode 100644
index 0000000..2674ca1
--- /dev/null
+++ b/rpa-dashboard-ai/templates/contract.md
@@ -0,0 +1,52 @@
+# Dashboard data contract (AI)
+
+Everything in the no-AI contract (`../rpa-dashboard-no-ai/templates/contract.md`)
+applies unchanged: the `{event, data}` envelope, its events, its actions and its rules.
+The AI dashboard adds extraction runs, review rows and the approve gate. These shapes
+come from the Superbill prototype, trimmed.
+
+## Shapes
+
+```
+Run       { job_id, document, status: pending|queued|running|done|failed, model,
+            pages_done, pages_total, summary: { green, amber, red, blank, unscored } | null,
+            approved, error }
+ReviewRow { row_id, field, value, band: green|amber|red|blank|unscored,
+            score, reason, verified, corrected_value }
+```
+
+- `summary` counts the run's rows per band. It is `null` until the run is `done`.
+- `score` is the field's worst word score, or `null` when it has none.
+- `corrected_value` is `null` until a reviewer saves a value different from `value`.
+
+## Endpoints (web: `{API_BASE}` + path, JSON in and out)
+
+| Method and path | What it does |
+|---|---|
+| `GET /runs` | `{runs: [Run]}`. The page opens the first one. |
+| `GET /runs/{job_id}` | One `Run`. |
+| `GET /runs/{job_id}/review` | `{rows: [ReviewRow]}`. Empty until the run is `done`. |
+| `GET /runs/{job_id}/document` | The source document (PDF or image) shown beside the fields. |
+| `PATCH /review/{row_id}` | Body `{corrected_value?, verified}`. Patches one row, returns it. |
+| `POST /runs/{job_id}/verify-remaining` | Verifies every flagged row not yet verified. Returns `{verified: n}`. |
+| `POST /runs/{job_id}/approve` | **The approve gate.** `409 {detail}` while the run isn't done or any flagged row is unverified, else `200 {ok: true}`. |
+
+Errors answer with a non-2xx status and `{detail: "<why>"}`. The page shows `detail`.
+
+## Rules
+
+- **Bands** come from `templates/web/bands.py` and nowhere else: green ≥0.95, amber
+  0.90–0.95, red <0.90. A field takes its worst word score. A blank mandatory field
+  is `blank`, whatever its score. No scores is `unscored`.
+- **Flagged** = every band but green. Each flagged row must be verified before approval.
+- **The server enforces the gate.** The page disables nothing that matters for safety:
+  it asks, and shows the server's refusal.
+- **Drafts:** the page sends nothing while a reviewer types. Save sends one PATCH per
+  edited row (with `verified: true`). Leaving with unsaved edits asks first.
+- **Polling:** while a run is `queued` or `running`, the page polls `GET /runs/{job_id}`
+  every 1.5s and shows "page X of Y". It stops when the run settles.
+- **Caveat:** the legend always shows that colour reflects print clarity, not
+  correctness.
+
+`templates/web/server_stub.py` implements all of this on sample data, standard library
+only. A real backend serves the same endpoints with the same rules.
diff --git a/rpa-dashboard-ai/templates/reference/backend/gemini_cost.py b/rpa-dashboard-ai/templates/reference/backend/gemini_cost.py
index 7780a4a..e7c5b6b 100644
--- a/rpa-dashboard-ai/templates/reference/backend/gemini_cost.py
+++ b/rpa-dashboard-ai/templates/reference/backend/gemini_cost.py
@@ -1,3 +1,4 @@
+# EXAMPLE ONLY: an extract from the Superbill Review prototype, kept as reference for porting. ECW/eClinicalWorks, Tebra, 'Example Client', SPB_* tables and patient/ticket wording are that project's examples. Don't copy them into a new project.
 INCLUDE_THINKING_IN_COST = True  # thinking tokens bill at output rate
 
 # ═════════════════════════════════════════════════════════════════════════════
diff --git a/rpa-dashboard-ai/templates/reference/web/DESIGN.md b/rpa-dashboard-ai/templates/reference/web/DESIGN.md
index a20252d..1541088 100644
--- a/rpa-dashboard-ai/templates/reference/web/DESIGN.md
+++ b/rpa-dashboard-ai/templates/reference/web/DESIGN.md
@@ -1,3 +1,4 @@
+<!-- EXAMPLE ONLY: an extract from the Superbill Review prototype, kept as reference for porting. ECW/eClinicalWorks, Tebra, 'Example Client', SPB_* tables and patient/ticket wording are that project's examples. Don't copy them into a new project. -->
 ---
 name: Superbill Extraction and Automation Tool
 description: Extract billing fields from a scan, verify them against the page, post to eClinicalWorks.
diff --git a/rpa-dashboard-ai/templates/reference/web/api.ts b/rpa-dashboard-ai/templates/reference/web/api.ts
index 737a20c..cd1caec 100644
--- a/rpa-dashboard-ai/templates/reference/web/api.ts
+++ b/rpa-dashboard-ai/templates/reference/web/api.ts
@@ -1,3 +1,4 @@
+/* EXAMPLE ONLY: an extract from the Superbill Review prototype, kept as reference for porting. ECW/eClinicalWorks, Tebra, 'Example Client', SPB_* tables and patient/ticket wording are that project's examples. Don't copy them into a new project. */
 import type {
   AuditEntry, Batch, BatchStage, DemographyRecord, DemographyRun, InsuranceMasterRow, LastRun,
   ManagedUser,
@@ -84,7 +85,7 @@ export const api = {
     for (const f of files) body.append('files', f)
     // `project` is which board received the drop. Nothing has detected a
     // template yet, and the board a batch appears on is derived from that, so
-    // without it a Gulf Coast upload surfaces under ECW and reads as a failed
+    // without it a Example Client upload surfaces under ECW and reads as a failed
     // upload on the Tebra board.
     return req<Batch>(`/api/batches?${new URLSearchParams({ model, project })}`, {
       method: 'POST',
diff --git a/rpa-dashboard-ai/templates/reference/web/bands.ts b/rpa-dashboard-ai/templates/reference/web/bands.ts
index 0208684..16735ae 100644
--- a/rpa-dashboard-ai/templates/reference/web/bands.ts
+++ b/rpa-dashboard-ai/templates/reference/web/bands.ts
@@ -1,3 +1,4 @@
+/* EXAMPLE ONLY: an extract from the Superbill Review prototype, kept as reference for porting. ECW/eClinicalWorks, Tebra, 'Example Client', SPB_* tables and patient/ticket wording are that project's examples. Don't copy them into a new project. */
 /**
  * The confidence bands, and the exact colours the workbook paints.
  *
diff --git a/rpa-dashboard-ai/templates/reference/web/components/BrandHeader.tsx b/rpa-dashboard-ai/templates/reference/web/components/BrandHeader.tsx
index a8459e6..44c5277 100644
--- a/rpa-dashboard-ai/templates/reference/web/components/BrandHeader.tsx
+++ b/rpa-dashboard-ai/templates/reference/web/components/BrandHeader.tsx
@@ -1,3 +1,4 @@
+/* EXAMPLE ONLY: an extract from the Superbill Review prototype, kept as reference for porting. ECW/eClinicalWorks, Tebra, 'Example Client', SPB_* tables and patient/ticket wording are that project's examples. Don't copy them into a new project. */
 import { ThemeSwitcher } from '../theme'
 import { ROLE_LABEL } from '../auth'
 
diff --git a/rpa-dashboard-ai/templates/reference/web/components/Donut.tsx b/rpa-dashboard-ai/templates/reference/web/components/Donut.tsx
index 51f8e8e..d8ef52c 100644
--- a/rpa-dashboard-ai/templates/reference/web/components/Donut.tsx
+++ b/rpa-dashboard-ai/templates/reference/web/components/Donut.tsx
@@ -1,3 +1,4 @@
+/* EXAMPLE ONLY: an extract from the Superbill Review prototype, kept as reference for porting. ECW/eClinicalWorks, Tebra, 'Example Client', SPB_* tables and patient/ticket wording are that project's examples. Don't copy them into a new project. */
 /**
  * A proportional ring.
  *
diff --git a/rpa-dashboard-ai/templates/reference/web/components/PdfPane.tsx b/rpa-dashboard-ai/templates/reference/web/components/PdfPane.tsx
index ea6373e..7e7a611 100644
--- a/rpa-dashboard-ai/templates/reference/web/components/PdfPane.tsx
+++ b/rpa-dashboard-ai/templates/reference/web/components/PdfPane.tsx
@@ -1,3 +1,4 @@
+/* EXAMPLE ONLY: an extract from the Superbill Review prototype, kept as reference for porting. ECW/eClinicalWorks, Tebra, 'Example Client', SPB_* tables and patient/ticket wording are that project's examples. Don't copy them into a new project. */
 import { useCallback, useEffect, useRef, useState } from 'react'
 import { useQuery } from '@tanstack/react-query'
 import { api } from '../api'
diff --git a/rpa-dashboard-ai/templates/reference/web/components/ReviewPane.tsx b/rpa-dashboard-ai/templates/reference/web/components/ReviewPane.tsx
index 2a7bcc6..ab1dfa1 100644
--- a/rpa-dashboard-ai/templates/reference/web/components/ReviewPane.tsx
+++ b/rpa-dashboard-ai/templates/reference/web/components/ReviewPane.tsx
@@ -1,3 +1,4 @@
+/* EXAMPLE ONLY: an extract from the Superbill Review prototype, kept as reference for porting. ECW/eClinicalWorks, Tebra, 'Example Client', SPB_* tables and patient/ticket wording are that project's examples. Don't copy them into a new project. */
 import { useEffect, useMemo, useRef, useState } from 'react'
 import { useMutation, useQuery, useQueryClient } from '@tanstack/react-query'
 import { api } from '../api'
@@ -12,7 +13,7 @@ const isOfficeLocation = (t: string | null) =>
 
 // One review card per record on a page. An ECW roster can list the same
 // person twice (two Sleep Study encounters for one patient) — line_index
-// splits those into separate cards. A Gulf Coast ticket spreads its charges
+// splits those into separate cards. A Example Client ticket spreads its charges
 // over several line_index values and must stay ONE card, so it is excluded.
 // The name stays in the key so runs stored before line_index existed (every
 // row LineIndex 0) still group exactly as before.
@@ -100,7 +101,7 @@ type Patient = {
 type SaveArgs = { row: ReviewRow; draft: string; verified: boolean }
 
 // ── Office Location ────────────────────────────────────────────────────────
-// A Gulf Coast ticket whose yellow note the Office Location rules read. The
+// A Example Client ticket whose yellow note the Office Location rules read. The
 // backend stores the parsed note on the ticket's first line under this field
 // (src/superbill/extraction/office_location.py, ParsedNote); a ticket without
 // it is a run from before the rules existed and keeps the flat layout.
@@ -191,11 +192,11 @@ export function ReviewPane({
 }) {
   const [index, setIndex] = useState(0)
   // Drafts live here, not in FieldRow — a correction is no longer committed on
-  // blur (that is exactly how four ARMSTRONG fields got saved mid-keystroke:
-  // "ARMSTRONG, CHARLES T" as "\ONG, CHARLES T", "99291" as "992"). Text typed
+  // blur (that is exactly how four fields of one record got saved mid-keystroke:
+  // "Doe, Jane A" as "\e, Jane A", "99291" as "992"). Text typed
   // into a field is held until an explicit Save, keyed by row_id rather than
   // bare field name — a bare name repeats once a page can carry more than one
-  // row per field (Gulf Coast's repeated CPT lines), and DemographyTab.tsx
+  // row per field (Example Client's repeated CPT lines), and DemographyTab.tsx
   // hit exactly this before switching its own drafts to row_id.
   const [drafts, setDrafts] = useState<Record<number, string>>({})
   const qc = useQueryClient()
@@ -238,7 +239,7 @@ export function ReviewPane({
 
     // PDF order: page, then where the patient sits on it. line_index is each
     // record's position on its page, set by build_field_rows. Sorting by name
-    // here used to put ANDERSON above the first patient on the sheet, so the
+    // here used to put a later surname above the first patient on the sheet, so the
     // list no longer matched the document the reviewer had open beside it.
     // Name is only the tie-break, for runs stored before line_index existed.
     return [...byKey.values()].sort(
@@ -254,7 +255,7 @@ export function ReviewPane({
       map.get(key)!.push(row)
     }
     for (const rows of map.values()) {
-      // Gulf Coast (Template 7) records keep the order the API sent — the flat
+      // Example Client (Template 7) records keep the order the API sent — the flat
       // 20-column superbill layout, Ticket# through Units. Re-sorting by band
       // would scatter it (that is what put ICD11 above ICD2 and CPT at the
       // bottom). Every other template keeps worst-band-last, which is what the
@@ -280,7 +281,7 @@ export function ReviewPane({
       // A field that was never queued (needs_review === false) has no review
       // row until this moment on most templates — build_field_rows only emits
       // a row when a value exists or the field is billing-critical, so a
-      // genuinely blank optional field (e.g. Gulf Coast's From DOS / To DOS /
+      // genuinely blank optional field (e.g. Example Client's From DOS / To DOS /
       // Units, always null today) is addressed by the cell it occupies,
       // line_index included, rather than by row_id.
       if (row.needs_review === false) {
@@ -363,7 +364,7 @@ export function ReviewPane({
   const discardAll = () => setDrafts(settledMap)
 
   // Leaving a patient with typed-but-unsaved edits used to be silent — the old
-  // blur handler saved automatically, which is what produced the ARMSTRONG
+  // blur handler saved automatically, which is what produced the truncated-name
   // corruption. Now nothing commits without Save, so leaving instead has to
   // ask, or the edit is just lost with no signal either way.
   const guardLeave = (): boolean => {
@@ -711,7 +712,7 @@ function PatientView({
         <div className="flex flex-col gap-[9px]">
           {/* Keyed on row_id — a real database identity from /all-fields
               (SPB_Extraction.RowId), unique across every field on every page.
-              A page-and-field key would collide on Gulf Coast's repeated CPT
+              A page-and-field key would collide on Example Client's repeated CPT
               lines, where two rows share the same (page, field). */}
           {/* No entry animation. Rows are keyed by row_id, so every Next
               remounts them all, and the old staggered fade (opacity 0 over
@@ -802,7 +803,7 @@ function PatientView({
  * lost by making it editable.
  *
  * Nothing here commits on its own. An earlier version saved on blur, which is
- * exactly how "ARMSTRONG, CHARLES T" got recorded as "\ONG, CHARLES T" — the
+ * exactly how "Doe, Jane A" got recorded as "\e, Jane A" — the
  * moment focus left the box mid-keystroke, whatever half-typed text was there
  * became the correction. Typing only updates the shared draft in ReviewPane;
  * the patient-level Save bar (here and in PdfPane) is the one place an edit is
@@ -835,7 +836,7 @@ function FieldRow({
   const corrected = row.corrected_value != null && row.corrected_value !== row.value
   // While being edited the value takes its own full-width line. A DX field is
   // five comma-separated codes and a provider name runs past twenty
-  // characters; in the shared row they were truncated to "ARMSTRONG, C", so a
+  // characters; in the shared row they were truncated to "Doe, J", so a
   // reviewer was correcting a value they could not fully see. Expanding only
   // on focus keeps the scan-many-fields-fast layout for reading.
   const expanded = focused || dirty
@@ -938,7 +939,7 @@ function FieldRow({
 
 
 /**
- * A Gulf Coast ticket laid out the way its yellow note is: the note itself,
+ * A Example Client ticket laid out the way its yellow note is: the note itself,
  * the page-level rules it fired, the visit, then one tab per encounter.
  *
  * Hovering a field lights the note line it came from. The page preview is an
diff --git a/rpa-dashboard-ai/templates/reference/web/components/RoiTab.tsx b/rpa-dashboard-ai/templates/reference/web/components/RoiTab.tsx
index e21a72d..bffa1c2 100644
--- a/rpa-dashboard-ai/templates/reference/web/components/RoiTab.tsx
+++ b/rpa-dashboard-ai/templates/reference/web/components/RoiTab.tsx
@@ -1,3 +1,4 @@
+/* EXAMPLE ONLY: an extract from the Superbill Review prototype, kept as reference for porting. ECW/eClinicalWorks, Tebra, 'Example Client', SPB_* tables and patient/ticket wording are that project's examples. Don't copy them into a new project. */
 import { useMemo, useState } from 'react'
 import { useQuery } from '@tanstack/react-query'
 import { api } from '../api'
@@ -95,7 +96,7 @@ type Filter = 'all' | 'priced' | 'unmeasured' | 'failed'
 
 /**
  * api.roi() has no project filter — it totals every document. The ROI board
- * is per-project (Gulf Coast's spend is not eClinicalWorks' spend), so the
+ * is per-project (Example Client's spend is not eClinicalWorks' spend), so the
  * totals are recomputed here from the already-fetched runs instead of a new
  * query param. Every field is a plain sum or count over RoiRun — nothing
  * server-side is being second-guessed, just re-scoped to fewer rows.
@@ -138,7 +139,7 @@ export function RoiTab({
 }: {
   /** Absent on the demography board: its runs have no charge review to open. */
   onOpenRun?: (jobId: string) => void
-  /** Which project's spend this board reports — Gulf Coast tickets and
+  /** Which project's spend this board reports — Example Client tickets and
    *  eClinicalWorks documents never share a total. */
   project: Project
   /** The Demography ROI (ticket 05): its own payload, one Gemini call per PDF
diff --git a/rpa-dashboard-ai/templates/reference/web/components/RunPanel.tsx b/rpa-dashboard-ai/templates/reference/web/components/RunPanel.tsx
index 1c885a2..5474c97 100644
--- a/rpa-dashboard-ai/templates/reference/web/components/RunPanel.tsx
+++ b/rpa-dashboard-ai/templates/reference/web/components/RunPanel.tsx
@@ -1,3 +1,4 @@
+/* EXAMPLE ONLY: an extract from the Superbill Review prototype, kept as reference for porting. ECW/eClinicalWorks, Tebra, 'Example Client', SPB_* tables and patient/ticket wording are that project's examples. Don't copy them into a new project. */
 import { useMutation, useQuery, useQueryClient } from '@tanstack/react-query'
 import { api } from '../api'
 import { IconDownload } from './icons'
diff --git a/rpa-dashboard-ai/templates/reference/web/components/Sidebar.tsx b/rpa-dashboard-ai/templates/reference/web/components/Sidebar.tsx
index d5df1bd..7700b6b 100644
--- a/rpa-dashboard-ai/templates/reference/web/components/Sidebar.tsx
+++ b/rpa-dashboard-ai/templates/reference/web/components/Sidebar.tsx
@@ -1,3 +1,4 @@
+/* EXAMPLE ONLY: an extract from the Superbill Review prototype, kept as reference for porting. ECW/eClinicalWorks, Tebra, 'Example Client', SPB_* tables and patient/ticket wording are that project's examples. Don't copy them into a new project. */
 import { useState } from 'react'
 import type { ReactElement } from 'react'
 import type { BatchStage, BoardTab } from '../types'
@@ -14,7 +15,7 @@ import { IconSpend, IconPage, IconLoop, IconIdCard, IconPatients } from './icons
  * icons are" step from every navigation.
  *
  * Two projects, one rail: ECW's boards (templates 1-6) and Tebra's (template 7
- * / Gulf Coast), each under its own group header. See project.ts for how a
+ * / Example Client), each under its own group header. See project.ts for how a
  * batch or run is assigned to one or the other.
  *
  * Selection and drag-and-drop-to-move-stage behaviour are unchanged — only the
@@ -136,7 +137,7 @@ export function Sidebar({
               tab="tebra-roi"
               icon={IconSpend}
               label="ROI Dashboard"
-              hint="What the Gulf Coast pipeline has cost, and what that bought"
+              hint="What the Example Client pipeline has cost, and what that bought"
               active={tab === 'tebra-roi'}
               onSelect={onTab}
             />
@@ -146,8 +147,8 @@ export function Sidebar({
             dropStage="extraction"
             dropTab="tebra-extraction"
             icon={IconPage}
-            label="Gulf Coast Charge Extraction"
-            hint="Gulf Coast tickets: extract and clear the flagged fields"
+            label="Example Client Charge Extraction"
+            hint="Example Client tickets: extract and clear the flagged fields"
             active={tab === 'tebra-extraction'}
             n={counts.tebra.extraction}
             onSelect={onTab}
@@ -159,8 +160,8 @@ export function Sidebar({
             dropStage="automation"
             dropTab="tebra-automation"
             icon={IconLoop}
-            label="Gulf Coast Charge Automation"
-            hint="Gulf Coast batches that finished extraction and are ready to post"
+            label="Example Client Charge Automation"
+            hint="Example Client batches that finished extraction and are ready to post"
             active={tab === 'tebra-automation'}
             n={counts.tebra.automation}
             onSelect={onTab}
diff --git a/rpa-dashboard-ai/templates/reference/web/components/SplitPane.tsx b/rpa-dashboard-ai/templates/reference/web/components/SplitPane.tsx
index 8f0ecdf..3f10dbf 100644
--- a/rpa-dashboard-ai/templates/reference/web/components/SplitPane.tsx
+++ b/rpa-dashboard-ai/templates/reference/web/components/SplitPane.tsx
@@ -1,3 +1,4 @@
+/* EXAMPLE ONLY: an extract from the Superbill Review prototype, kept as reference for porting. ECW/eClinicalWorks, Tebra, 'Example Client', SPB_* tables and patient/ticket wording are that project's examples. Don't copy them into a new project. */
 import { useCallback, useEffect, useRef, useState } from 'react'
 
 const KEY = 'superbill.split'
diff --git a/rpa-dashboard-ai/templates/reference/web/components/StatsBar.tsx b/rpa-dashboard-ai/templates/reference/web/components/StatsBar.tsx
index cd23f21..daf2873 100644
--- a/rpa-dashboard-ai/templates/reference/web/components/StatsBar.tsx
+++ b/rpa-dashboard-ai/templates/reference/web/components/StatsBar.tsx
@@ -1,3 +1,4 @@
+/* EXAMPLE ONLY: an extract from the Superbill Review prototype, kept as reference for porting. ECW/eClinicalWorks, Tebra, 'Example Client', SPB_* tables and patient/ticket wording are that project's examples. Don't copy them into a new project. */
 import { BAND_VAR } from '../bands'
 import type { Run } from '../types'
 
diff --git a/rpa-dashboard-ai/templates/reference/web/components/Tooltip.tsx b/rpa-dashboard-ai/templates/reference/web/components/Tooltip.tsx
index dff3fab..270d9ea 100644
--- a/rpa-dashboard-ai/templates/reference/web/components/Tooltip.tsx
+++ b/rpa-dashboard-ai/templates/reference/web/components/Tooltip.tsx
@@ -1,3 +1,4 @@
+/* EXAMPLE ONLY: an extract from the Superbill Review prototype, kept as reference for porting. ECW/eClinicalWorks, Tebra, 'Example Client', SPB_* tables and patient/ticket wording are that project's examples. Don't copy them into a new project. */
 import { useEffect, useLayoutEffect, useRef, useState } from 'react'
 import { createPortal } from 'react-dom'
 
diff --git a/rpa-dashboard-ai/templates/reference/web/components/icons.tsx b/rpa-dashboard-ai/templates/reference/web/components/icons.tsx
index 0911718..7ac3df5 100644
--- a/rpa-dashboard-ai/templates/reference/web/components/icons.tsx
+++ b/rpa-dashboard-ai/templates/reference/web/components/icons.tsx
@@ -1,3 +1,4 @@
+/* EXAMPLE ONLY: an extract from the Superbill Review prototype, kept as reference for porting. ECW/eClinicalWorks, Tebra, 'Example Client', SPB_* tables and patient/ticket wording are that project's examples. Don't copy them into a new project. */
 /**
  * The icon set.
  *
diff --git a/rpa-dashboard-ai/templates/reference/web/index.css b/rpa-dashboard-ai/templates/reference/web/index.css
index 9e83a7f..a79076d 100644
--- a/rpa-dashboard-ai/templates/reference/web/index.css
+++ b/rpa-dashboard-ai/templates/reference/web/index.css
@@ -1,3 +1,4 @@
+/* EXAMPLE ONLY: an extract from the Superbill Review prototype, kept as reference for porting. ECW/eClinicalWorks, Tebra, 'Example Client', SPB_* tables and patient/ticket wording are that project's examples. Don't copy them into a new project. */
 @import 'tailwindcss';
 
 /* Manual dark mode: Tailwind v4 defaults `dark:` to the OS preference, but this
@@ -1662,7 +1663,7 @@ textarea,
   .sb-brand-name { background-position: 0 0; }
 }
 
-/* ── Office Location (a Gulf Coast ticket's yellow note) ──────────────────────
+/* ── Office Location (a Example Client ticket's yellow note) ──────────────────────
    The note is amber because it IS amber on the page; everything else stays on
    the neutral surfaces. No brand ramp here -- it is reserved for its six
    things (DESIGN.md, "The One Loud Colour Rule"). */
diff --git a/rpa-dashboard-ai/templates/reference/web/index.html b/rpa-dashboard-ai/templates/reference/web/index.html
index a78f364..c21e562 100644
--- a/rpa-dashboard-ai/templates/reference/web/index.html
+++ b/rpa-dashboard-ai/templates/reference/web/index.html
@@ -1,4 +1,5 @@
 <!doctype html>
+<!-- EXAMPLE ONLY: an extract from the Superbill Review prototype, kept as reference for porting. ECW/eClinicalWorks, Tebra, 'Example Client', SPB_* tables and patient/ticket wording are that project's examples. Don't copy them into a new project. -->
 <html lang="en">
   <head>
     <meta charset="UTF-8" />
diff --git a/rpa-dashboard-ai/templates/reference/web/theme.tsx b/rpa-dashboard-ai/templates/reference/web/theme.tsx
index 859ef4a..2f1f026 100644
--- a/rpa-dashboard-ai/templates/reference/web/theme.tsx
+++ b/rpa-dashboard-ai/templates/reference/web/theme.tsx
@@ -1,3 +1,4 @@
+/* EXAMPLE ONLY: an extract from the Superbill Review prototype, kept as reference for porting. ECW/eClinicalWorks, Tebra, 'Example Client', SPB_* tables and patient/ticket wording are that project's examples. Don't copy them into a new project. */
 import { createContext, useContext, useEffect, useState } from 'react'
 
 /**
diff --git a/rpa-dashboard-ai/templates/reference/web/types.ts b/rpa-dashboard-ai/templates/reference/web/types.ts
index e459668..36b492a 100644
--- a/rpa-dashboard-ai/templates/reference/web/types.ts
+++ b/rpa-dashboard-ai/templates/reference/web/types.ts
@@ -1,3 +1,4 @@
+/* EXAMPLE ONLY: an extract from the Superbill Review prototype, kept as reference for porting. ECW/eClinicalWorks, Tebra, 'Example Client', SPB_* tables and patient/ticket wording are that project's examples. Don't copy them into a new project. */
 import type { Band } from './bands'
 
 /**
@@ -21,7 +22,7 @@ export type Project = 'ecw' | 'tebra'
  * stage a card can be dropped into.
  *
  * Two projects live in one rail: the ECW boards (templates 1-6) and the Tebra
- * boards (template 7 / Gulf Coast). Tebra ids are prefixed because a bare
+ * boards (template 7 / Example Client). Tebra ids are prefixed because a bare
  * 'extraction' can no longer identify a board on its own — see project.ts for
  * the tab -> (project, stage) mapping.
  */
@@ -118,7 +119,7 @@ export interface ReviewRow {
   patient: string | null
   /**
    * 0 for every template except one that can carry more than one row per
-   * (page, patient, field) — Gulf Coast's repeated CPT lines, one per coder
+   * (page, patient, field) — Example Client's repeated CPT lines, one per coder
    * annotation on the same ticket.
    */
   line_index: number
diff --git a/tests/README.md b/tests/README.md
index 72f7736..68aaf0d 100644
--- a/tests/README.md
+++ b/tests/README.md
@@ -22,6 +22,14 @@ uv run --with pytest --with playwright pytest tests
     `python dashboard/bot_runner.py` prints) instead of the built-in run.
   - To add a case, write a `test_*.py` file in `page_check/` that uses the `page`
     and `push(event, data)` fixtures from `conftest.py`.
+- `page_check_ai/`: **Seam 1, AI web page.** Builds the React starter with npm
+  (filled with test values, in a temp folder that keeps `node_modules`), serves it with
+  its own `server_stub.py`, and checks bands, band filters, drafts, the approve gate
+  and "page X of Y", plus every no-AI case. Tests set run and review state on the stub
+  directly (the `stub` fixture). To check a generated dashboard folder instead, set
+  `PAGE_CHECK_AI_DIR=path/to/dashboard`. Needs npm on PATH, else it skips.
+- `test_reference_scan.py`: no patient data, internal IPs, credentials or keys in any
+  bundled file, and every Superbill extract carries an `EXAMPLE ONLY` banner.
 - `evals/`: **Seam 2.** Runs the skills on a fixture project with `claude -p`,
   then grades the reply and runs the page check on the page it built:
 
@@ -33,6 +41,8 @@ uv run --with pytest --with playwright pytest tests
   `FIXTURES` in `run_eval.py`. An entry with a `"fixture"` key reuses another
   fixture folder with different answers: `c-keep` and `c-restyle` both run on
   `c-web-existing-frontend`, and also check what changed in the files it already had.
+  An `"ai": True` entry (`d-ai-extraction`) expects the AI skill's React starter and
+  runs `page_check_ai/` on the folder it built.
   For a bot fixture (`b-pyqt-bot`), the eval also dry-runs the generated
   `bot_runner.py`, saves its events to `evals/results/<fixture>.run.jsonl`, and
   replays them in the page check.
diff --git a/tests/evals/run_eval.py b/tests/evals/run_eval.py
index bd35850..6510c18 100644
--- a/tests/evals/run_eval.py
+++ b/tests/evals/run_eval.py
@@ -69,6 +69,17 @@ FIXTURES = {
         "page_has": ["--accent:#ff3049"],
         "existing": "#ff3049",  # only token lines may change, and the theme now uses this colour
     },
+    # (d) web service with an LLM extraction call and no UI: the AI skill's web path.
+    "d-ai-extraction": {
+        "prompt": "Build me an RPA dashboard for this project. I can't answer questions while you "
+                  "work, so here are my answers to anything the skill asks. Colours: Superbill Ember. "
+                  "Desktop or web: web. Optional sections: none.",
+        "frontend": r"^\s*(none|no\b)",
+        "asks": [r"colou?r", r"desktop|web", r"section"],
+        "never_asks": [r"\bkeep\b|restyle"],
+        "page_has": ["--accent:#ff3049"],
+        "ai": True,
+    },
 }
 # A line a restyle may change: a custom property, a comment, a blank, or a web-font link.
 TOKEN_LINE = r"^\s*(--[\w-]+\s*:.*|/\*.*\*/|<link[^>]*fonts\.googleapis\.com.*|@import.*fonts\.googleapis\.com.*)?\s*$"
@@ -155,6 +166,11 @@ def main(fixture):
     results.mkdir(exist_ok=True)
     if pages:
         html = pages[0].read_text(encoding="utf-8")
+        if cfg.get("ai"):  # the React starter: its theme lives in src/index.css
+            css = pages[0].parent / "src" / "index.css"
+            html += css.read_text(encoding="utf-8") if css.exists() else ""
+            checks["AI path: review starter and server stub built"] = all(
+                (pages[0].parent / f).exists() for f in ["server_stub.py", "bands.py", "src/components/Review.tsx"])
         shutil.copy(pages[0], results / f"{fixture}.dashboard.html")
         checks["no placeholders left"] = "{{" not in html
         if cfg.get("brand"):
@@ -168,7 +184,10 @@ def main(fixture):
         env = {**os.environ, "PAGE_CHECK_HTML": str(pages[0])}
         if cfg.get("bot"):
             env.update(bot_checks(project, html, checks, results / f"{fixture}.run.jsonl"))
-        pc = subprocess.run([sys.executable, "-m", "pytest", str(ROOT / "tests" / "page_check"), "-q"],
+        if cfg.get("ai"):
+            env["PAGE_CHECK_AI_DIR"] = str(pages[0].parent)
+        check_dir = ROOT / "tests" / ("page_check_ai" if cfg.get("ai") else "page_check")
+        pc = subprocess.run([sys.executable, "-m", "pytest", str(check_dir), "-q"],
                             env=env, capture_output=True, text=True)
         checks["page check passes"] = pc.returncode == 0
         page_check = pc.stdout.strip().splitlines()[-1:] if pc.stdout else [pc.stderr[-500:]]
diff --git a/tests/fixtures/d-ai-extraction/README.md b/tests/fixtures/d-ai-extraction/README.md
new file mode 100644
index 0000000..665e2d6
--- /dev/null
+++ b/tests/fixtures/d-ai-extraction/README.md
@@ -0,0 +1,8 @@
+# Invoice extraction service
+
+A small web service. It sends a scanned invoice to an LLM and gets back the
+invoice fields, each with a confidence score per word. There is no UI yet.
+
+```
+uvicorn app:app --port 8000
+```
diff --git a/tests/fixtures/d-ai-extraction/app.py b/tests/fixtures/d-ai-extraction/app.py
new file mode 100644
index 0000000..d793328
--- /dev/null
+++ b/tests/fixtures/d-ai-extraction/app.py
@@ -0,0 +1,11 @@
+"""Upload a scanned invoice, get its fields back."""
+from fastapi import FastAPI, UploadFile
+
+from extractor import extract_invoice
+
+app = FastAPI()
+
+
+@app.post("/extract")
+async def extract(file: UploadFile):
+    return extract_invoice(await file.read(), file.content_type or "application/pdf")
diff --git a/tests/fixtures/d-ai-extraction/extractor.py b/tests/fixtures/d-ai-extraction/extractor.py
new file mode 100644
index 0000000..19e4d09
--- /dev/null
+++ b/tests/fixtures/d-ai-extraction/extractor.py
@@ -0,0 +1,34 @@
+"""The LLM extraction call: one scanned invoice in, its fields out, each with word scores."""
+import json
+
+from google import genai
+from google.genai import types
+
+MODEL = "gemini-2.5-flash"
+FIELDS = {  # field name -> mandatory
+    "Invoice number": True,
+    "Invoice date": True,
+    "Vendor": True,
+    "PO number": False,
+    "Due date": True,
+    "Total": True,
+}
+PROMPT = (
+    "Read this invoice. Return JSON: a list of {field, value, word_scores}, one per field in "
+    + ", ".join(FIELDS)
+    + ". word_scores is your 0-1 legibility score for each word of the value. Use an empty "
+    "value and no scores when a field isn't on the page."
+)
+
+
+def extract_invoice(document: bytes, mime_type: str) -> list[dict]:
+    client = genai.Client()  # credentials come from the environment
+    response = client.models.generate_content(
+        model=MODEL,
+        contents=[types.Part.from_bytes(data=document, mime_type=mime_type), PROMPT],
+        config=types.GenerateContentConfig(response_mime_type="application/json"),
+    )
+    rows = json.loads(response.text)
+    for row in rows:
+        row["mandatory"] = FIELDS.get(row["field"], False)
+    return rows
diff --git a/tests/fixtures/d-ai-extraction/requirements.txt b/tests/fixtures/d-ai-extraction/requirements.txt
new file mode 100644
index 0000000..1ead6f6
--- /dev/null
+++ b/tests/fixtures/d-ai-extraction/requirements.txt
@@ -0,0 +1,4 @@
+fastapi
+uvicorn
+google-genai
+python-multipart
diff --git a/tests/page_check_ai/conftest.py b/tests/page_check_ai/conftest.py
index ad0e484..148acf2 100644
--- a/tests/page_check_ai/conftest.py
+++ b/tests/page_check_ai/conftest.py
@@ -47,6 +47,13 @@ MODES = {"light": (1280, 820, False), "dark": (1280, 820, True), "narrow": (800,
 SKIP_COPY = shutil.ignore_patterns("node_modules", "dist", "__pycache__")
 
 
+@pytest.fixture
+def sample_data():
+    """Shared no-AI cases that need the page's own sample data skip on a bot-wired page."""
+    if os.environ.get("PAGE_CHECK_WIRED") == "1":
+        pytest.skip("page is wired to a bot, so it has no sample data")
+
+
 @pytest.fixture(scope="session")
 def site():
     """The dashboard folder under test: server_stub.py, index.html and the sources."""
diff --git a/tests/test_reference_scan.py b/tests/test_reference_scan.py
new file mode 100644
index 0000000..1927e22
--- /dev/null
+++ b/tests/test_reference_scan.py
@@ -0,0 +1,45 @@
+"""The skills are shared outside the source projects: no patient data, internal IPs,
+credentials or keys in any bundled file, and the Superbill extracts are marked as examples."""
+import re
+from pathlib import Path
+
+import pytest
+
+ROOT = Path(__file__).resolve().parents[1]
+SKILLS = [ROOT / "rpa-dashboard-ai", ROOT / "rpa-dashboard-no-ai"]
+AI_REFERENCE = ROOT / "rpa-dashboard-ai" / "templates" / "reference"
+FORBIDDEN = {
+    "internal IP": r"\b(10\.\d{1,3}|192\.168|172\.(1[6-9]|2\d|3[01]))\.\d{1,3}\.\d{1,3}\b",
+    "Google API key": r"AIza[0-9A-Za-z_-]{30,}",
+    "OpenAI/Anthropic key": r"\bsk-[A-Za-z0-9_-]{20,}",
+    "AWS key": r"\bAKIA[0-9A-Z]{16}\b",
+    "private key": r"-----BEGIN [A-Z ]*PRIVATE KEY-----",
+    "hard-coded secret": r"""(?i)\b(password|passwd|api_?key|secret|client_secret)\b\s*[:=]\s*['"][^'"{}\s]{6,}['"]""",
+    "SSN": r"\b\d{3}-\d{2}-\d{4}\b",
+    "quoted roster name ('SURNAME, FIRST')": r"""["'][A-Z]{2,}, [A-Z]""",
+    "client name": r"Gulf Coast",
+}
+MARKER = "EXAMPLE ONLY"
+
+
+def text_files():
+    for skill in SKILLS:
+        for f in skill.rglob("*"):
+            if f.is_file() and "node_modules" not in f.parts and f.name != "package-lock.json":
+                yield f
+
+
+@pytest.mark.parametrize("what", FORBIDDEN)
+def test_no_sensitive_data_in_bundled_files(what):
+    hits = [f"{f.relative_to(ROOT)}:{n}" for f in text_files()
+            for n, line in enumerate(f.read_text(encoding="utf-8", errors="ignore").splitlines(), 1)
+            if re.search(FORBIDDEN[what], line)]
+    assert not hits, f"{what} found: {hits}"
+
+
+def test_superbill_extracts_are_marked_as_examples():
+    files = [f for f in AI_REFERENCE.rglob("*") if f.is_file()]
+    assert files
+    unmarked = [str(f.relative_to(ROOT)) for f in files
+                if MARKER not in "".join(f.read_text(encoding="utf-8").splitlines(keepends=True)[:5])]
+    assert not unmarked, f"no '{MARKER}' banner in the first lines: {unmarked}"
diff --git a/tests/test_templates.py b/tests/test_templates.py
index 89174ea..d337dd2 100644
--- a/tests/test_templates.py
+++ b/tests/test_templates.py
@@ -1,4 +1,5 @@
 """Python templates must stay valid Python before their placeholders are filled."""
+import re
 import shutil
 import subprocess
 from pathlib import Path
@@ -23,3 +24,13 @@ def test_tebra_sky_preset_is_the_template_default():
     themes = (templates / "themes.md").read_text(encoding="utf-8")
     sky = themes.split("## 1. Tebra Sky")[1].split("```css\n")[1].split("```")[0]
     assert sky in (templates / "dashboard.html").read_text(encoding="utf-8")
+
+
+def test_ai_skill_references_files_that_exist():
+    skill = ROOT / "rpa-dashboard-ai"
+    text = (skill / "SKILL.md").read_text(encoding="utf-8")
+    paths = re.findall(r"`((?:templates/|<no-ai>)[\w./-]+)`", text)
+    assert len(paths) > 5
+    missing = [p for p in paths
+               if not (skill / p.replace("<no-ai>", "../rpa-dashboard-no-ai/templates/")).exists()]
+    assert not missing