reflex-dev · Alek99 · Jun 10, 2025 · Jun 5, 2025 · Jun 5, 2025 · Jun 5, 2025
diff --git a/assets/case_studies/admin_app.png b/assets/case_studies/admin_app.png
diff --git a/assets/case_studies/devops_app.png b/assets/case_studies/devops_app.png
diff --git a/docs/ai_builder/overview/use-cases.md b/docs/ai_builder/overview/use-cases.md
@@ -0,0 +1,124 @@
+## 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
+```
+
+```python eval
+    rx.el.div(
+        image_zoom(rx.image(src="/case_studies/bayesline_app.png", border_radius="10px", alt="Bayesline 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.
+
+
+**Examples of apps you can build in Reflex:**
+
+- **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.
+
+<br>
+<br>
+
+### 2. E-commerce & Advertising
+
+```python eval
+    rx.el.div(
+        image_zoom(rx.image(src="/case_studies/sellerx_app.png", border_radius="10px", alt="Sellerx App")),
+        class_name="py-4"
+    )
+```
+
+Modern merchants and growth marketers juggle stock feeds, ad platforms, and customer-service queues that rarely live in the same tool. **Reflex** lets teams wire those APIs together—from Amazon listings to TikTok ads—then ship production dashboards or scheduled automations with nothing but Python. The result: faster decisions on pricing, spend, and fulfillment, plus fewer hops between spreadsheets and BI tools.
+
+**Examples of apps you can stand up in Reflex:**
+
+- **Inventory & Pricing Command Center** – unifies marketplace sales (e.g. Amazon), real-time stock alerts, and supplier lead times in a single view.
+- **Campaign Control Plane** – tracks multi-channel ad spend and ROI, enforces budget caps, and auto-generates performance reports.
+- **AI-Powered Creative Analyzer** – runs frame-level video ad scoring to predict ROAS before campaigns go live.
+- **Refund & Returns Console** – pulls tickets from the help-desk, payment events from Stripe, and warehouse data to approve refunds in seconds.
+- **Multichannel Attribution Dashboard** – blends ad-platform metrics, web analytics, and order revenue to surface true customer-acquisition cost in real time.
+
+<br>
+<br>
+
+### 3. Engineering & DevOps
+
+```python eval
+    rx.el.div(
+        image_zoom(rx.image(src="/case_studies/devops_app.png", border_radius="10px", alt="DevOps App")),
+        class_name="py-4"
+    )
+```
+
+Site-reliability, platform, and security teams use **Reflex** to surface real-time telemetry, automate routine infra tasks, and replace shell scripts with role-based web UIs—all in pure Python.
+
+**Examples of apps you can stand up in Reflex:**
+
+- **Deployment & Health Dashboard** – combines service metrics, rollout status, and incident timelines in one screen for on-call engineers.
+- **VM Lifecycle Manager** – grants ops staff a secure web panel to start, stop, snapshot, or tag virtual machines—no CLI access required.
+- **Factory & Machine-Monitoring Portal** – streams sensor data from multiple plants, flags anomalies, and predicts downtime with live charts.
+- **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.
+
+<br>
+<br>
+
+### 4. Database Admin & CRUD
+
+```python eval
+    rx.el.div(
+        image_zoom(rx.image(src="/case_studies/admin_app.png", 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.
+
+<br>
+<br>
+
+### 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.
+
+<br>
+<br>
+
+### 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.
diff --git a/docs/getting_started/use_cases.md b/docs/getting_started/use_cases.md
@@ -0,0 +1,124 @@
+## 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
+```
+
+```python eval
+    rx.el.div(
+        image_zoom(rx.image(src="/case_studies/bayesline_app.png", border_radius="10px", alt="Bayesline 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.
+
+
+**Examples of apps you can build in Reflex:**
+
+- **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.
+
+<br>
+<br>
+
+### 2. E-commerce & Advertising
+
+```python eval
+    rx.el.div(
+        image_zoom(rx.image(src="/case_studies/sellerx_app.png", border_radius="10px", alt="Sellerx App")),
+        class_name="py-4"
+    )
+```
+
+Modern merchants and growth marketers juggle stock feeds, ad platforms, and customer-service queues that rarely live in the same tool. **Reflex** lets teams wire those APIs together—from Amazon listings to TikTok ads—then ship production dashboards or scheduled automations with nothing but Python. The result: faster decisions on pricing, spend, and fulfillment, plus fewer hops between spreadsheets and BI tools.
+
+**Examples of apps you can stand up in Reflex:**
+
+- **Inventory & Pricing Command Center** – unifies marketplace sales (e.g. Amazon), real-time stock alerts, and supplier lead times in a single view.
+- **Campaign Control Plane** – tracks multi-channel ad spend and ROI, enforces budget caps, and auto-generates performance reports.
+- **AI-Powered Creative Analyzer** – runs frame-level video ad scoring to predict ROAS before campaigns go live.
+- **Refund & Returns Console** – pulls tickets from the help-desk, payment events from Stripe, and warehouse data to approve refunds in seconds.
+- **Multichannel Attribution Dashboard** – blends ad-platform metrics, web analytics, and order revenue to surface true customer-acquisition cost in real time.
+
+<br>
+<br>
+
+### 3. Engineering & DevOps
+
+```python eval
+    rx.el.div(
+        image_zoom(rx.image(src="/case_studies/devops_app.png", border_radius="10px", alt="DevOps App")),
+        class_name="py-4"
+    )
+```
+
+Site-reliability, platform, and security teams use **Reflex** to surface real-time telemetry, automate routine infra tasks, and replace shell scripts with role-based web UIs—all in pure Python.
+
+**Examples of apps you can stand up in Reflex:**
+
+- **Deployment & Health Dashboard** – combines service metrics, rollout status, and incident timelines in one screen for on-call engineers.
+- **VM Lifecycle Manager** – grants ops staff a secure web panel to start, stop, snapshot, or tag virtual machines—no CLI access required.
+- **Factory & Machine-Monitoring Portal** – streams sensor data from multiple plants, flags anomalies, and predicts downtime with live charts.
+- **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.
+
+<br>
+<br>
+
+### 4. Database Admin & CRUD
+
+```python eval
+    rx.el.div(
+        image_zoom(rx.image(src="/case_studies/admin_app.png", 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.
+
+<br>
+<br>
+
+### 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.
+
+<br>
+<br>
+
+### 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.
diff --git a/pcweb/components/docpage/navbar/navbar.py b/pcweb/components/docpage/navbar/navbar.py
@@ -269,6 +269,7 @@ def new_resource_section():
         {"label": "Newsletter", "url": "https://reflex.dev/#newsletter", "icon": "mails"},
         {"label": "Blog", "url": "/blog", "icon": "library-big"},
         {"label": "Affiliates", "url": "/affiliates", "icon": "network"},
+        {"label": "Use Cases", "url": "/docs/ai-builder/overview/use-cases", "icon": "list-checks"},
     ]
 
     _open_source_items = [

diff --git a/pcweb/components/docpage/sidebar/sidebar_items/ai.py b/pcweb/components/docpage/sidebar/sidebar_items/ai.py
@@ -1,6 +1,5 @@
 from .item import create_item
 
-
 def get_sidebar_items_ai_builder_overview():
     from pcweb.pages.docs import ai_builder
 
@@ -11,6 +10,7 @@ def get_sidebar_items_ai_builder_overview():
             "Overview",
             children=[
                 ai_builder.overview.what_is_reflex_build,
+                ai_builder.overview.use_cases,
                 # ai_builder.overview.quickstart,
                 # ai_builder.overview.frequently_asked_questions,
             ],

diff --git a/pcweb/components/docpage/sidebar/sidebar_items/learn.py b/pcweb/components/docpage/sidebar/sidebar_items/learn.py
@@ -18,6 +18,7 @@ def get_sidebar_items_learn():
                 getting_started.project_structure,
                 getting_started.dashboard_tutorial,
                 getting_started.chatapp_tutorial,
+                getting_started.use_cases,
             ],
         ),
         create_item(

diff --git a/pcweb/pages/__init__.py b/pcweb/pages/__init__.py
@@ -14,8 +14,6 @@
 from .landing.landing import landing as landing
 from .page404 import page404 as page404
 from .pricing.pricing import pricing as pricing
-
-# from .hosting_countdown.hosting_countdown import hosting_countdown as hosting_countdown
 from .sales import sales as sales
 
 routes = [

diff --git a/pcweb/pages/customers/views/footer.py b/pcweb/pages/customers/views/footer.py
@@ -147,6 +147,7 @@ def footer_customer() -> rx.Component:
                     footer_link("Common Errors", errors.path),
                     footer_link("Roadmap", ROADMAP_URL),
                     footer_link("Forum", FORUM_URL),
+                    footer_link("Use Cases", "/docs/ai-builder/overview/use-cases"),
                 ],
                 class_name="!row-span-3 !border-t-0",
             ),

diff --git a/pcweb/pages/framework/views/footer_index.py b/pcweb/pages/framework/views/footer_index.py
@@ -179,6 +179,7 @@ def footer_index() -> rx.Component:
                     footer_link("Roadmap", ROADMAP_URL),
                     footer_link("Forum", FORUM_URL),
                     footer_link("Affiliates", "/affiliates"),
+                    footer_link("Use Cases", "/docs/ai-builder/overview/use-cases"),
                     rx.box(class_name="grow"),
                     dark_mode_toggle(),
                 ],

diff --git a/pcweb/templates/docpage/docpage.py b/pcweb/templates/docpage/docpage.py
@@ -338,6 +338,7 @@ def docpage_footer(path: str):
                         footer_link("Common Errors", errors.path),
                         footer_link("Roadmap", ROADMAP_URL),
                         footer_link("Forum", FORUM_URL),
+                        footer_link("Use Case", "/docs/ai-builder/overview/use-cases"),
                     ],
                 ),
                 class_name="flex flex-wrap justify-between gap-12 w-full",

diff --git a/pcweb/views/footer.py b/pcweb/views/footer.py
@@ -170,6 +170,7 @@ def footer() -> rx.Component:
                     footer_link("Roadmap", ROADMAP_URL),
                     footer_link("Forum", FORUM_URL),
                     footer_link("Affiliates", "/affiliates"),
+                    footer_link("Use Cases", "/docs/ai-builder/overview/use-cases"),
                     rx.box(class_name="grow"),
                     dark_mode_toggle(),
                 ],