Verification first.
We build checks, exact logic and schema constraints around every model. If an answer can't be grounded, verified and audited, it doesn't ship.
Introducing Resolve, our fast decision-making model. Meet Resolve →
Verified, not guessed. Inside the boundary. Close to the work.
We don't build chatbots or wrappers around consumer APIs. We build intelligence systems that combine rules, specialised models, extraction and verification, running inside boundaries our clients control. Engineers work close to the domain and own systems from design to air-gapped production.
We build checks, exact logic and schema constraints around every model. If an answer can't be grounded, verified and audited, it doesn't ship.
We engineer for air-gapped enclaves, sovereign VPCs and edge devices: data residency, no data leaving the boundary, efficient local inference.
We work directly with senior operational leaders. No layers between the code and the client's outcome.
Enterprise delivery leadership and deep machine learning and systems engineering, working as one team across the UK and India.
Architecture, client delivery & enterprise governance
Core engineering, models & applied AI R&D
Start a conversationWe're always looking for exceptional engineers, systems architects and applied researchers.
Air-gapped runtimes, local inference pipelines and distributed data engines.
Architect low-latency, sovereign data processing pipelines deployable on customer VPCs and air-gapped on-premise hardware. Experience with container runtimes, Kubernetes, local model serving (vLLM, TensorRT-LLM) and cryptographic verification. Start a conversation ↗
Fine-tune domain models, optimise quantised weights, build extraction pipelines.
Develop specialised small language models, multimodal document extractors (complex tables, spatial OCR) and domain frames. Focus on parameter efficiency, grounding and citation constraints, and fast local GPU inference. Start a conversation ↗
Workflow connectors, business rule engines and review interfaces.
Connect the AI with enterprise ERPs, document management systems and financial databases. Build exception workflows, human-in-the-loop review interfaces and CI/CD policy gates for Grid. Start a conversation ↗
Don't see your role? Tell us what you build best.
We judge talent on demonstrated output, systems thinking and domain depth rather than job descriptions. Tell us about a consequential problem you've solved or a system you've engineered. Start a conversation ↗
From turning three days of manufacturing analysis into seconds, to finding the gaps across tens of thousands of compliance records, the work directly shapes how enterprise operations run.
Start with the operational problem. We’ll work out the data, models and agents it needs, and where it should run.
Talk to us →