Semantic commerce search
In development · pilot Q4 2026
Shoppers describe what they want; keyword search returns what they typed. We are building embedding-based semantic product discovery for e-commerce platforms — search that matches intent, not strings — starting with an app for Shopify merchants.
Retrieval is served from our own GPU cluster, keeping per-query economics viable at long-tail merchant scale.
Agentic document intelligence
In development · UK deep-tech focus
Technical grant applications are long-context reasoning problems: a funder's scheme documents, a company's technical evidence, and a persuasive narrative that must reconcile both. We are building agentic drafting and analysis workflows for structured technical documents, beginning with UK innovation-funding applications for deep-tech SMEs.
Local-first frontier inference
Active research
Open-weight mixture-of-experts models now reach frontier capability at hundreds of billions of parameters. We research and engineer the serving side: multi-GPU tensor-parallel deployment, hybrid GPU–CPU expert offload, quantization trade-offs, and long-context prefill optimization — so that trillion-parameter-class models run privately, on-premises, on accessible hardware.