diff --git a/pcweb/pages/use_cases/use_cases.md b/pcweb/pages/use_cases/use_cases.md
index 45f9d7296..5b6110c42 100644
--- a/pcweb/pages/use_cases/use_cases.md
+++ b/pcweb/pages/use_cases/use_cases.md
@@ -1,40 +1,65 @@
-## Use Cases by Industry
+## Other Use Cases by Industry
Organizations across industries use **Reflex** to build internal tools, dashboards, and AI-driven applications—all in pure Python. From finance to healthcare, Reflex helps teams move faster by simplifying full-stack development.
-### 1. Financial Services
-
```python exec
import reflex as rx
from reflex_image_zoom import image_zoom
-from pcweb.pages.use_cases.finance import finance_use_case_page
```
+### 1. Database Admin & CRUD
+
```python eval
rx.el.div(
- image_zoom(rx.image(src="/case_studies/bayesline_app.webp", border_radius="10px", alt="Bayesline App")),
+ image_zoom(rx.image(src="/case_studies/admin_app.webp", border_radius="10px", alt="Admin App")),
class_name="py-4"
)
```
-From buyside analytics desks to compliance back offices, finance teams choose **Reflex** because a single Python codebase can stream market data, crunch GPU-heavy models, and satisfy audit trails—without juggling separate front-end frameworks or ETL schedulers. With AG Grid built into the product, analysts iterate and hand a production-grade web app to traders or risk officers the same day.
+Database admins can spin up Python-native panels that let teams **read, write, and update** their data through polished tables, forms, and charts. With **Reflex**, full-featured database dashboards and CRUD apps come together in minutes—no separate front-end stack, no raw CLI sessions.
+
+**Examples of CRUD-first apps you can stand up in Reflex:**
+
+- **Role-Based Postgres Admin Panel** – browse, edit, or bulk-import customer rows while keeping finance-only fields hidden behind granular permissions.
+- **Inventory Catalog Manager** – one screen to adjust stock levels, pricing rules, and supplier SKUs that sync instantly to every sales channel.
+- **Content & Data-Exchange Portal** – upload new CAD drawings, attach metadata, and version files for manufacturing projects, all stored in a single database.
+- **Team Management Console** – create, disable, or time-limit user accounts and access tokens for internal SaaS tooling, complete with audit logs.
+- **Supply-Chain Config Editor** – operations staff tweak warehouse routing rules and robotics parameters through validated forms that write directly to production tables.
+
+
+
+
+### 2. Data Science & Analytics
+
+Data scientists and analysts can convert their notebooks into production-grade apps that expose models, metrics, and datasets through live tables, charts, and custom Python components.
+
+**Examples of analytics apps you can stand up in Reflex:**
+
+- **ML-Service Admin Console** – register experiment runs, visualize attention maps or confusion matrices, and promote the best model to production with one click.
+- **Behavioural Cohort Explorer** – drag-and-drop filters to segment users by events, demographics, and funnels, then export cohorts or schedule recurring reports.
+- **Fleet Metrics Self-Serve Dashboard** – slice and visualize vehicle telemetry (mileage, battery health, utilisation) so operations teams answer questions in seconds—no SQL required.
+- **Delivery Operations Dashboard** – monitors driver efficiency and delivery performance in real time, highlighting bottlenecks and automatically flagging late orders.
+- **Dataset Versioning & Quality Monitor** – upload new snapshots, run validation tests, and graph distribution shifts or missing-value spikes over time.
+
+
-**Examples of apps you can build in Reflex:**
+### 3. AI & Document Workflows
-- **Factor-Risk Analytics Dashboard** – GPU-powered analytics dashboard that delivers custom equity-factor risk models in minutes instead of weeks
-- **End-of-Day Trade Blotter** – automatically pulls executions from every venue, flags outliers, and emails a compliance-ready PDF to traders each night.
-- **Asset-Allocation Simulator** – visualizes portfolio mixes and projected returns over time; users drag weight sliders and instantly see downside and drawdown scenarios.
-- **Treasury & Liquidity Monitor** – streams balances, pending settlements, and cash forecasts into a single real-time dashboard with threshold alerts.
-- **Loan-Underwriting Workflow** – scores new credit applications against live KYC/AML data, routes edge cases for manual review, and retrains the model on a weekly schedule.
+When files, forms, recordings, and chat threads produce more raw information than teams can manually review, **Reflex** converts that unstructured content into structured, actionable insight. OCR, speech-to-text, and large-language-model pipelines plug directly into Python UIs, then push validated results to dashboards, search endpoints, or downstream APIs—no additional middleware or bespoke glue code.
+**Examples of AI-driven document apps you can stand up in Reflex:**
-Learn more about the [Finance Use Case]({finance_use_case_page.path}).
+- **Training-Session Hub** – records live video classes, transcribes speech in real time, and lets coaches search by keyword to jump to any moment.
+- **Smart Document Viewer** – highlights key fields (prices, SKUs, dates) as users scroll and writes the extracted values to a structured database with one click.
+- **Image-to-GPS Calibration Tool** – accepts bulk image uploads, matches them to GNSS logs, and visualizes camera extrinsics for quick QA.
+- **Enterprise Knowledge Chat** – an LLM interface that answers staff questions using contracts, wikis, and ticket history—kept secure behind SSO.
+- **Support & Deal-Flow Console** – shows live agent SLAs while a background workflow ingests tens of thousands of new company profiles each month; vector search and natural-language filters surface the best leads in seconds.
-### 2. E-commerce & Advertising
+### 4. E-commerce & Advertising
```python eval
rx.el.div(
@@ -56,7 +81,7 @@ Modern merchants and growth marketers juggle stock feeds, ad platforms, and cust
-### 3. Engineering & DevOps
+### 5. Engineering & DevOps
```python eval
rx.el.div(
@@ -75,54 +100,3 @@ Site-reliability, platform, and security teams use **Reflex** to surface real-
- **Supply-Chain Automation Viewer** – visualizes robot and conveyor status in distribution centres; integrates with third-party control APIs for fast triage.
- **Security-Ops Command Center** – unifies BigQuery logs, ticket data, cloud storage, Firestore, Salesforce CRM records, and PagerDuty alerts so analysts can hunt threats and track user activity in a single interface.
-
-
-
-### 4. Database Admin & CRUD
-
-```python eval
- rx.el.div(
- image_zoom(rx.image(src="/case_studies/admin_app.webp", border_radius="10px", alt="Admin App")),
- class_name="py-4"
- )
-```
-
-Database admins can spin up Python-native panels that let teams **read, write, and update** their data through polished tables, forms, and charts. With **Reflex**, full-featured database dashboards and CRUD apps come together in minutes—no separate front-end stack, no raw CLI sessions.
-
-**Examples of CRUD-first apps you can stand up in Reflex:**
-
-- **Role-Based Postgres Admin Panel** – browse, edit, or bulk-import customer rows while keeping finance-only fields hidden behind granular permissions.
-- **Inventory Catalog Manager** – one screen to adjust stock levels, pricing rules, and supplier SKUs that sync instantly to every sales channel.
-- **Content & Data-Exchange Portal** – upload new CAD drawings, attach metadata, and version files for manufacturing projects, all stored in a single database.
-- **Team Management Console** – create, disable, or time-limit user accounts and access tokens for internal SaaS tooling, complete with audit logs.
-- **Supply-Chain Config Editor** – operations staff tweak warehouse routing rules and robotics parameters through validated forms that write directly to production tables.
-
-
-
-
-### 5. Data Science & Analytics
-
-Data scientists and analysts can convert their notebooks into production-grade apps that expose models, metrics, and datasets through live tables, charts, and custom Python components.
-
-**Examples of analytics apps you can stand up in Reflex:**
-
-- **ML-Service Admin Console** – register experiment runs, visualize attention maps or confusion matrices, and promote the best model to production with one click.
-- **Behavioural Cohort Explorer** – drag-and-drop filters to segment users by events, demographics, and funnels, then export cohorts or schedule recurring reports.
-- **Fleet Metrics Self-Serve Dashboard** – slice and visualize vehicle telemetry (mileage, battery health, utilisation) so operations teams answer questions in seconds—no SQL required.
-- **Delivery Operations Dashboard** – monitors driver efficiency and delivery performance in real time, highlighting bottlenecks and automatically flagging late orders.
-- **Dataset Versioning & Quality Monitor** – upload new snapshots, run validation tests, and graph distribution shifts or missing-value spikes over time.
-
-
-
-
-### 6. AI & Document Workflows
-
-When files, forms, recordings, and chat threads produce more raw information than teams can manually review, **Reflex** converts that unstructured content into structured, actionable insight. OCR, speech-to-text, and large-language-model pipelines plug directly into Python UIs, then push validated results to dashboards, search endpoints, or downstream APIs—no additional middleware or bespoke glue code.
-
-**Examples of AI-driven document apps you can stand up in Reflex:**
-
-- **Training-Session Hub** – records live video classes, transcribes speech in real time, and lets coaches search by keyword to jump to any moment.
-- **Smart Document Viewer** – highlights key fields (prices, SKUs, dates) as users scroll and writes the extracted values to a structured database with one click.
-- **Image-to-GPS Calibration Tool** – accepts bulk image uploads, matches them to GNSS logs, and visualizes camera extrinsics for quick QA.
-- **Enterprise Knowledge Chat** – an LLM interface that answers staff questions using contracts, wikis, and ticket history—kept secure behind SSO.
-- **Support & Deal-Flow Console** – shows live agent SLAs while a background workflow ingests tens of thousands of new company profiles each month; vector search and natural-language filters surface the best leads in seconds.