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 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 own AI agent on device.
Easily make AI think.
Easily make AI think.
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 without network coverage or critical infrastructure.
Works without network coverage or critical infrastructure.
Visual AI
(VLM / Qwen2-VL, etc.)
Describe on-site conditions in real time.
Context analysis
Surveillance anomaly detection.
Surveillance anomaly detection.
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 ready. Implement 24/7 visual monitoring at zero API cost.
Image recognition ready. Implement 24/7 visual monitoring at zero API cost.
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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