Solution
ENERZAi delivers breakthrough on-device AI solutions that allow high-performance AI models to run on constrained hardware without dedicated AI chips. These solutions are powered by state-of-the-art quantization technologies, including extreme low-bit quantization, and our proprietary AI inference engine, Optimium.
Technology
While quantization can improve efficiency, it is difficult to apply in real-world applications due to severe accuracy degradation. Even when quantization is successfully applied, there is a lack of tools to flexibly run such models. ENERZAi overcomes these barriers with our extreme low-bit quantization technology and Optimium, maximizing memory and power efficiency as well as speed, while preserving accuracy. As a result, high-performance AI can now be realized even in constrained on-device environments.
Accuracy
100%
Inference Speed
2x
Memory Usage
4x
Power Usage
3x
Benefits
Most high-performance AI models cannot run directly on devices because of their large size and heavy memory requirements, and therefore rely on cloud environments. ENERZAi’s solutions enable high-performance on-device AI, overcoming the limitations of cloud AI such as high cost, network dependency, privacy risks, and latency.
High Cost
Recurring API call fees, network costs, server instance charges
Network Dependency
Cannot function in poor or offline network environments
Privacy Concern
Data transfer to external increases leakage risks and user discomfort
Latency
Requests sent to cloud and responses returned cause delays
Portfolio
ENERZAi offers a diverse portfolio of AI solutions spanning audio & voice, language, vision & multimodal domains. Each solution is highly optimized for on-device environments, delivering peak performance and ready to be deployed directly in real-world applications.
Audio & Voice
STT (Speech to Text)
Convert spoken language into written text
Rapidly convert speech into text, serving as the underlying technology of voice AI assistants and unlocking voice-driven capabilities such as command control, translation, search and summarization.
Application
Smart Panel
Smart Home
Smart Factory
Healthcare & Wellness
Mobile
Audio & Voice
SLU (Spoken Language Understanding)
Understand and execute voice commands
Identify user intent and extract key information from voice commands, enabling voice AI assistants to enable accurate understanding of requests followed by seamless responses.
Application
Smart Panel
Energy & Utilities
Wearables
Healthcare & Wellness
Robotics
Audio & Voice
TTS (Text to Speech)
Convert written text into natural speech
Convert text into natural-sounding speech in real time, enabling seamless, human-like interactions between users and voice AI assistants.
Application
Smart Panel
Smart Home
Wearables
Robotics
Mobile
Language
LLM (Large Language Model)
Understand user requests and generate responses
Perform language tasks such as question answering, document generation, and summarization. Spoken requests are converted into text via STT, processed by LLM, and delivered back as spoken results via TTS, providing a complete voice AI assistant experience.
Application
Smart Factory
Energy & Utilities
Automotive
Robotics
Mobile
Language
Translation
Convert text and audio from one language to another
Accurately and quickly translate text and speech, empowering voice AI assistants to deliver seamless global communication and effortless localization.
Application
Smart Panel
Energy & Utilities
Wearables
Media & Entertainment
Mobile
Language
NLU (Natural Language Understanding)
Understand and execute text commands
Identify user intent and extract key information from text, enabling voice AI assistants to enable accurate understanding of requests followed by seamless responses.
Application
Smart Panel
Smart Home
Smart Factory
Healthcare & Wellness
Mobile
Vision & Multimodal
VLM (Vision Language Model)
Understand image/video and text together
Integrate the understanding of images, videos, and text as a multimodal model, extending language capabilities to visual data, while offering fast inference speed and high accuracy.
Application
Robotics
Automotive
Smart Security
Drones
Energy & Utilities
Vision & Multimodal
CAR (Compression Artifact Removal)
Effectively remove compression artifacts and noises from the video
Quickly eliminate compression artifacts from videos, enhancing visual quality and saving video storage costs.
Application
Media & Entertainment
Smart Security
Automotive
Smart Home
Mobile
Vision & Multimodal
Detection
Detect objects in image/video
Automatically and swiftly identify people, vehicles, and other objects, strengthening situational awareness and enabling early risk detection.
Application
Smart Security
Drones
Automotive
Smart Factory
Healthcare & Wellness
Case Study
ENERZAi provides on-device AI solutions that achieve cloud-grade performance with exceptional speed, memory efficiency, and low power consumption. We meticulously evaluate performance, memory, power, and latency through a Pareto-optimal lens to meet both customer needs and hardware limitations.
How Home Appliance Makers Significantly Reduced AI Operating Costs
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M
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Before
USER
Set-Top Box
Cloud
Set-Top Box
USER
After
USER
Voice Input
Set-Top Box
STT / NLU
Control Logic
USER
Output