Transforming Digital Signage into Personalized Retail Experiences with DS-015 Edge AI

Executive Summary

Traditional digital signage delivers the same content to every shopper, providing limited personalization and little insight into audience engagement. Advantech DS-015 transforms conventional signage into an intelligent retail engagement platform by combining NVIDIA® Jetson Orin™ edge AI computing with a pre-integrated retail AI application. The solution enables real-time audience analysis, personalized product recommendations, dynamic content playback, and local campaign analytics—all directly at the edge. With ready-to-use AI modules, signage templates, APIs, and sample product data, retailers and solution integrators can accelerate development without building an entire retail AI application from scratch.

Customer Challenges

Retailers looking to introduce AI-powered digital signage commonly face four key challenges:

1. One-size-fits-all advertising Traditional signage displays the same content to every shopper, limiting campaign relevance and engagement. 
2. Limited audience insights Retailers often lack real-time visibility into the audiences viewing their campaigns and how different content performs. 
3. Complex AI application development Integrating computer vision, recommendation logic, signage applications, and analytics can require significant development resources. 
4. Difficult-to-measure campaign performance Without audience and content analytics, retailers have limited data for evaluating campaigns and optimizing merchandising strategies.

Solution: DS-015 Retail AI Signage Platform

Advantech DS-015 combines audience analytics, personalized product recommendations, dynamic signage playback, and local performance analytics in one compact Edge AI platform. Built around NVIDIA® Jetson Orin Nano™ / Jetson Orin™ NX, DS-015 provides the AI computing performance required to analyze camera input and dynamically adapt signage content in real time. Advantech further simplifies application development with a pre-integrated retail AI software framework, ready-to-use signage templates, APIs, sample product data, and an analytics dashboard. The result is a development-ready platform that helps retailers and solution integrators move from AI concept to smart retail deployment faster.

Personalized In-Store Product Recommendations

DS-015 uses edge AI to analyze audience characteristics without performing identity recognition. Based on configured recommendation rules, the system can dynamically display relevant products, promotions, or advertising content. This enables retailers to deliver more contextually relevant experiences while generating actionable audience and campaign insights.

1. Customer Detection A connected USB or GMSL camera detects when a shopper approaches or views the digital signage. 
2. Anonymous Audience Analysis Edge AI estimates configured audience attributes, such as approximate age group and gender presentation, without identifying individual shoppers.
3. Audience Segmentation The application assigns the detected audience to predefined customer segments according to retailer-defined rules.
4. Product Recommendation The recommendation engine matches the audience segment with relevant products, promotional offers, or campaign content.
5. Dynamic Signage Playback The signage interface automatically displays the selected recommendation or promotional content in real time. 
6. Performance Analytics Anonymous audience and content interaction data is aggregated locally to help retailers evaluate campaign performance and optimize future promotions.

Accelerating Retail AI Development

Pre-Integrated Retail AI SDK 

The DS-015 Retail AI SDK provides ready-to-use AI modules, APIs, and reference applications designed to accelerate smart retail signage development.

Key capabilities include:

• Person detection
• Age-group estimation 
• Gender estimation 
• Audience counting 
• Optional dwell-time analysis 
• Product recommendation engine 
• APIs for system integration 
• Sample applications and reference workflows

Customer Value

Instead of developing computer vision, audience analytics, recommendation logic, and signage integration independently, solution developers can start from a pre-integrated framework and customize the application according to project requirements. Develop Faster. Integrate Easier. Deploy Smarter.

Ready-to-Use Signage Templates

Pre-designed signage templates help retailers quickly create personalized product and promotional experiences without developing the complete user interface from scratch. Available scenarios can include:

• Full-screen product recommendations 
• Product recommendation with promotional banner 
• Product bundle recommendations 
• General advertising when no audience is detected 
• Audience-specific campaign content

Product information and recommendation rules can be updated through structured product data, while APIs enable further application customization.

Customer Value

Retailers can quickly update products, promotions, and campaign rules while maintaining a consistent signage experience across deployments.

Local Retail Analytics Dashboard

Beyond content delivery, DS-015 provides local analytics capabilities to help retailers better understand audience patterns and campaign performance. The dashboard can visualize metrics such as:

• Audience count 
• Age-group distribution 
• Content impressions 
• Recommendation frequency 
• Average dwell time 
• Frequently recommended products 
• Performance by time period

Customer Value

Retailers gain actionable insights for understanding audience trends, comparing campaign performance, optimizing promotional content, and refining merchandising strategies. From Signage Playback to Data-Driven Retail Decisions.

Flexible I/O for Smart Retail Integration

DS-015 provides the connectivity required for AI-enabled retail environments. Its 3 × USB 3.2 Gen 1 ports support high-speed peripheral connectivity, while dual GMSL camera interfaces enable reliable, low-latency video input for vision AI applications. Multiple M.2 expansion options further support storage and wireless connectivity, simplifying integration with cameras, touch displays, sensors, and other retail peripherals. Combined with its ultra-compact 29.9 mm-thick chassis, DS-015 can be integrated into space-constrained signage and kiosk installations.

DS-015 Retail AI Demo Kit

The DS-015 Retail AI Demo Kit provides the hardware, software, and reference content needed to quickly demonstrate and develop personalized retail signage applications. Demo Kit Includes:

• DS-015 Edge AI platform 
• USB and GMSL camera connectivity 
• Pre-configured OS image 
• Retail AI SDK and sample application 
• Sample product catalog and promotional content 
• Ready-to-use signage templates 
• Local retail analytics dashboard 
• Setup guide and reference workflow

Business Value

By combining Edge AI computing, audience analytics, personalized recommendations, dynamic signage, and campaign analytics, DS-015 helps retailers and solution integrators:

• Accelerate AI development with pre-integrated software and reference applications 
• Personalize customer engagement with real-time, audience-aware content 
• Improve campaign effectiveness through measurable audience and content insights 
• Simplify deployment with a compact, integrated Edge AI platform 
• Keep AI processing at the edge for responsive, low-latency retail applications

DS-015: Turning Digital Signage into Intelligent Retail Engagement See the Audience. Personalize the Experience. Measure the Impact.