Zero Server Cooling
Because processing happens on-device, Vivral eliminates the massive water and electricity demands required to cool server farms.
Nair Engineering
Environmental Impact
Traditional AI relies on massive, energy-intensive cloud data centers. Vivral is fundamentally different. By leveraging highly optimized local architecture, we deliver world-class medical intelligence directly on your device while drastically reducing energy consumption and carbon emissions.
Local Inference Architecture
When you ask a standard frontier AI model a question, the request travels hundreds of miles over networks to data centers that require immense power and cooling to operate. A single query can consume up to 0.004 kWh of energy.
Vivral processes complex medical reasoning directly on your device's native Neural Engine. Without network transmission or server-side overhead, Vivral uses fractions of a watt-hour per interaction. The result is a profoundly more sustainable approach to scaling global healthcare.
Because processing happens on-device, Vivral eliminates the massive water and electricity demands required to cool server farms.
Our proprietary medical models are quantized and distilled to run flawlessly on standard hardware without draining your daily battery life.
Transmitting data over cellular and Wi-Fi networks is a hidden energy cost. Vivral's local approach keeps data—and energy use—grounded.