Build what doesn't exist yet
Frontier AI R&D with full IP ownership and absolute data confidentiality.
When off-the-shelf AI doesn't fit your problem, we build from first principles — bespoke LLMs, multi-agent coordination systems, and proprietary data pipelines that belong entirely to you.
Research-grade. Production-ready.
Absolute IP Custody
All models, weights, training data, pipelines, and documentation belong to you. No vendor lock-in. No shared models. Your IP leaves with you on day one.
Frontier AI Researchers
Researchers with experience across LLM fine-tuning, RLHF, multi-agent orchestration, and production ML systems — not consultants reading papers.
Bespoke Engagement Models
Rapid Validation Sprint (4–8 weeks), Deep R&D Partnership (12+ weeks), or System Integration (flexible). Scoped to your problem, not a catalogue.
Seamless Production Transition
Lab work doesn't end at a prototype. We design for production from day one and own the hand-off to your engineering team or our staff augmentation team.
What we build
Bespoke LLM Research
Domain-specific fine-tuning, RLHF, instruction tuning, and evaluation — for models that understand your industry, your terminology, and your risk tolerances.
Multi-Agent Coordination Systems
Orchestration frameworks where specialized agents collaborate across tasks — planning, retrieval, reasoning, action — with deterministic control flows and audit trails.
Proprietary Data Engineering Pipelines
High-throughput ingestion, transformation, and embedding pipelines that turn your proprietary data into a moat — not a liability.
Rigorous Benchmarking & Evaluation
We don't ship until we can prove it. Custom eval frameworks against your ground truth, adversarial probing, and documented accuracy baselines.
Start where you are
Rapid Validation Sprint
Prototype, benchmark, and decide. We build a working proof-of-concept against your data and use case, with a go/no-go recommendation backed by evidence.
- ✓ Problem scoping & data audit
- ✓ Architecture design
- ✓ Working prototype
- ✓ Benchmark report & recommendation
Deep R&D Partnership
Frontier innovation for problems that require months of iteration. Embedded researchers, regular milestones, and IP that accumulates with every sprint.
- ✓ Everything in Sprint
- ✓ Iterative model development
- ✓ Custom eval framework
- ✓ Production architecture design
- ✓ IP transfer package
System Integration & Optimisation
Already have a model or pipeline? We integrate it into production, optimise for latency/cost, add compliance guardrails, and hand off to your team.
- ✓ Production deployment
- ✓ Latency & cost optimisation
- ✓ ISO 42001 guardrails
- ✓ Monitoring & observability
- ✓ Team handoff & documentation
Have a problem worth solving?
Tell us what you're trying to build. We'll tell you if it's tractable and how we'd approach it.