Real-world Results, Powered by WEDA

Real-World Impact: Build Solutions 80% Faster with WEDA 

Case 1: Plug-and-Play Service Capability for Airports, Railways, Metro Stations & Large Public Venues

" An offline, voice-only AI assistant deployed on kiosks that helps passengers navigate, discover services, and get real-time contextual guidance — without screens, typing, or internet connectivity. Built on edge AI, the solution ensures zero dependency on cloud, near-instant responses, and complete privacy compliance."  —  Nagarro

  Benefits of Collaborating with WEDA:

• Delivers fast, inclusive, assistance for all travelers.  
• Reduces staff load and improves traveler service experience. 

• Strict on-device processing and privacy-by-design to protect personal data.

Case 2: Edge-Native Vision Built for Real Challenges in Modern Manufacturing

" Overview.ai's OV20i and OV80i are ruggedized smart camera systems that bring advanced computer vision directly to industrial environments. Designed for quality engineers, automation specialists, and manufacturing teams, these devices eliminate the complexity of traditional vision systems while providing enterprise-grade AI capabilities." —  Overview

  Benefits of Collaborating with WEDA:

• Zero Cloud Dependency: All AI processing happens locally for maximum reliability.
• Industrial-Grade Connectivity: Native Ethernet/IP and PROFINET integration.
• Self-Training AI: Continuous learning from production data.
• Plug-and-Play Setup: Recipe-based configuration, no programming required.

Case 3: Smart Home Service Provider Enables High-performance Voice & Language Models with Minimum Memory & Power Usage

" Mass-deployed our voice control pipeline which uses <100MB of memory on approximately 1.2 million set-top boxes in Korea. As such, ENERZAi achieves Pareto-optimal trade-offs between efficiency and accuracy — deploying speech, language, and vision models optimized for Arm-based SoCs." —  Daniel Chang, Co-Founder & CEO, ENERZAi

  Benefits of Collaborating with WEDA:

• High-performance voice control with minimal memory & power consumption.
• Extreme low-bit (1-bit) inference for resource-constrained embedded systems.
• Run entirely on CPU, enabling NPU to be allocated for other AI workloads.
• Integrated with WEDA Node, featuring seamless device and data scale-up management.

Case 4: Closing the Gap Between Hardware and AI

" YASP automatically compiles any model into hardware-tuned kernels, while AI agents profile, optimize, and validate performance on real silicon — eliminating CUDA lock-in and the need for code rewrites, while delivering accelerated execution efficiency at 67% lower cost on high-compute platforms" —  Stefan Krassin, CEO, YASP

  Benefits of Collaborating with WEDA:

• Run anywhere, rewrite nothing: Same model, different hardware flag. No framework changes, no new runtime. Minutes, not months.
• Real performance, not generic code: YASP generates kernels tuned to each chip's architecture. Hardware-specific, verified on real silicon, compounding over time.
• No compiler team required: AI agents replace the scarce compiler engineers. Every new target, every model revision; handled automatically.

Case 5: 3D AI Virtual Human Kiosk with Edge LLM

" A next-generation Human-Computer Interaction solution leveraging high-fidelity BearVFX 3D AI Virtual Human with Advantech's localized Edge LLM and RAG system for 24/7 immersive, low-latency, and secure interactive experiences." —  Ethan Cheng, Founder, BearVFX

  Benefits of Collaborating with WEDA:

• Immersive Multimodal Interaction: Combines vision, speech, and AI reasoning to deliver lifelike, human-like engagement beyond traditional chatbots.
• 24/7 Autonomous Service & Cost Efficiency: Automates frontline operations, reduces labor dependency, and ensures consistent, round-the-clock service.
• Real-World Data Intelligence: Captures offline customer behavior, demographics, and interaction patterns to generate actionable business insights.
• Precision Marketing & Personalization: Transforms interaction data into targeted recommendations, enabling smarter marketing strategies and higher conversion.
• Elevated Brand Experience: Creates distinctive, high-end digital avatars that enhance brand perception and foster deeper emotional connections with customers.

Case 6: Compress Once, Deploy Everywhere — The Infra Layer between Your AI Models and Device Fleet.

" With WEDA, CLIKA's ACE finds the absolute compression ceiling, delivering a smaller, faster model without sacrificing accuracy. Together, we close the gap between 'model ready' and 'running in production' across any hardware—be it GPU, NPU, or CPU. WEDA containerizes and pushes our optimized models seamlessly to the entire fleet, making global deployment effortless and cost-effective." — Nayul Kim, CEO, CLIKA

  Benefits of Collaborating with WEDA:

• Seamless Fleet-Wide Updates: WEDA enables seamless, simultaneous distribution of model updates to an entire fleet of devices in the field, rather than one by one. 
• Instant Model Rollouts: New model versions can be instantly "blasted out" across all edge devices upon rollout, ensuring synchronized updates. 
•  Hardware-Software Synergy: WEDA's software perfectly complements Advantech's powerful hardware, enabling real-time, multi-model execution at 30 FPS at the edge.