Architecture & Product Brief
AI-for-All routes each query to the lowest-cost layer that can satisfy the task. The system reduces unnecessary cloud usage while preserving access to high-capability models when the task requires it.
1. Query routing
A lightweight routing layer classifies requests based on complexity, latency tolerance, privacy sensitivity and network conditions. This determines whether the task is served on the device, by an optimized cloud path, or by a full LLM.
2. Why this wins
- Reduces GPU cost concentration in the cloud layer.
- Maintains responsiveness for common user interactions.
- Improves privacy by keeping many requests local.
- Expands AI access for data-constrained smartphone users.
3. Product direction
The product direction is an infrastructure layer that can be integrated into AI-enabled mobile experiences, low-data productivity tools, and consumer applications serving high-volume emerging-market demand.