The Catalyst for Intelligent Consumer Electronics
We make AI in consumer hardware actually work—from strategy to production.
The AI Gap in Consumer Electronics
Hardware companies face a critical challenge: consumers expect intelligent products, but building production-ready AI requires expertise most teams don't have.
Talent Gap
Hiring ML engineers takes years. Building the right team even longer.
Time Pressure
Need to ship in months, not years. Your competitors aren't waiting.
Technical Complexity
Edge AI requires hardware expertise. Power budgets, thermal constraints, chip capabilities.
The R.E.A.C.T.O.R. Methodology
Our proven 7-step process takes your product from AI vision to production reality.
Real AI. Real Products. Real Results.
Smart Audio
Spatial audio calibration was slow and inaccurate, hurting reviews.
Appliance AI
High warranty costs from unexpected failures.
Security Cameras
Users wanted smart features without cloud privacy concerns.
Why Leading Companies Choose Us
Edge-First Thinking
Privacy isn't a feature—it's a requirement. Data stays on-device whenever possible, protecting user privacy and reducing latency.
Hardware-Aware
We understand power budgets, thermal constraints, and chip capabilities. We're not just software people—we know hardware.
Business Outcomes
We measure success in revenue, retention, and market share. Not just accuracy scores in research papers.
Latest from Our Team
Optimizing YOLOv8 for Edge Deployment: A Complete Guide
Learn how to optimize YOLOv8 for resource-constrained devices using quantization, pruning, and knowledge distillation techniques.
Read More →Ready to Build Intelligent Products?
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