Diverse Use Cases: Intelligence at the Edge
By integrating ailia LLM as middleware, you can build a variety of "AI agents".
On-Device LLM Middleware
Easily add an LLM to your application.
Conversation, translation, image recognition, and more.
Conversation, translation, image recognition, and more.
A lightweight, high-speed LLM
inference platform for developers
We provide end-to-end support for integrating LLMs and VLMs into your applications.
On-device LLM
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Run your AI agent on-device.
Bring intelligent reasoning to any app.
Bring intelligent reasoning to any app.
LLM
High-level Inference
VLM
Image analysis + Text
Embedded AI Library
Middleware for seamless
LLM integration into any application
Middleware for seamless
LLM integration into any application
SLM
Low resources,
high specialization
high specialization
SLM fine-tuning
support services
also available
support services
also available
SDK
Easy app integration
Offline Execution
No network required
Rich Bindings
Python/C++/Unity/
Flutter/Kotlin
Flutter/Kotlin
Cross-platform
Windows/macOS/
Linux/iOS/Android
Linux/iOS/Android
Use cases
Mobility
Robotics
Smart home
Local AI agent
Use Cases
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Privacy
Fully offline operation
Data never sent to external servers.
Data never sent to external servers.
Confidential Information
Internal and personal data is processed securely on-device.
Internal and personal data is processed securely on-device.
Performance
Low latency
No network failures, no server monitoring needed, lower operational costs.
No network failures, no server monitoring needed, lower operational costs.
API costs
Cloud-independent, no API usage fees.
Cloud-independent, no API usage fees.
Stability
Stable operation
No auto-updates, consistent behavior for reliable production validation.
No auto-updates, consistent behavior for reliable production validation.
Offline environment
Works in offline environments and critical infrastructure.
Works in offline environments and critical infrastructure.
Visual AI
(VLM / Qwen2-VL, etc.)
Describe on-site conditions in real time.
Context analysis
Anomaly detection from surveillance footage.
Anomaly detection from surveillance footage.
Intelligent notifications
Sends alerts only when necessary.
Sends alerts only when necessary.
Autonomous systems
(SLM / LLM)
Drones, robots, automotive devices, etc.
Real-time decision-making
Built for millisecond latency.
Built for millisecond latency.
Predictable execution
Reliable even during network outages.
Reliable even during network outages.
Local chat
(Integration with STT/TTS)
Build offline chat systems.
Private conversations
Secure, private chat all on-device.
Secure, private chat all on-device.
Real-time translation
Multilingual support.
Multilingual support.
Features & functions
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Use cutting-edge LLMs
Load any GGUF file to use state-of-the-art LLMs like Gemma3 and Qwen2.
Load any GGUF file to use state-of-the-art LLMs like Gemma3 and Qwen2.
VLM support
Image recognition included — run 24/7 visual monitoring with zero API costs.
Image recognition included — run 24/7 visual monitoring with zero API costs.
Multilingual support
Supports all languages, including Japanese and English.
Supports all languages, including Japanese and English.
SLM Support
Fast, domain-specific processing. Run tasks instantly at zero API cost.
Fast, domain-specific processing. Run tasks instantly at zero API cost.
Edge Device Ready
Fully autonomous, no cloud required.
Fully autonomous, no cloud required.
Cross-platform support
Supports Windows, macOS, Linux, iOS & Android.
Supports Windows, macOS, Linux, iOS & Android.
Integration with other products
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LLM
AI Voice
AI Speech
AI Agent
Combine ailia LLM, ailia AI Voice, and ailia AI Speech
Easily build conversational agents.
Support
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