DS1: Embeddings at the Speed of Thoughtものづくり
The fastest, most cost-effective embeddings model. GPU-free. Production-ready. Built for scale.
10x Faster latency*
70% Lower costs
The Challenge
Mainstream embedding APIs fall short when milliseconds matter. They're slow, expensive, and often can't guarantee data residency for regulated industries.

Use Cases
DS1 embeddings unlock new possibilities across industries and use cases. Where latency and cost once limited what was possible, DS1 removes those constraints—enabling real-time applications that were previously out of reach.
Real-Time Recommendations: Slow embeddings = stale recommendations = lost sales.
Live Search: Users expect sub-100ms search results. Embedding latency makes that impossible.
Speech & Streaming: Real-time voice applications require sub-100ms latency. DS1 delivers consistent performance for streaming audio with semantic understanding.
iGaming & Player Intelligence: Personalized game recommendations, real-time player behavior analysis, and dynamic content delivery demand millisecond-level responsiveness. Latency delays cost engagement.
Responsible Gaming & Fraud Detection: Detecting problem gambling patterns, payment fraud, and account abuse requires instant analysis. Every millisecond of latency is a missed risk signal.
Regulated Industries (Data Residency): Finance, healthcare, gaming, and government need local data processing. GDPR, HIPAA, and regional compliance requirements demand on-premise or region-specific embeddings.
Getting Started
Getting started with DS1 is easy.
*compared to OpenAI text embedding small, see the full results here.