Deep learning & generative AI studio
Senior AIengineers forhard problems.
We take models from research to production: computer vision in surgical devices, ML for drug discovery, agents that do real work.
- 12+
- Patents
- 8
- Years shipping AI
01What we do
Most AI dies somewhere between the notebook and the real world. We work in that gap. We're a small senior team that has spent eight years getting models out of the lab and into surgical equipment, pharma R&D and products people pay for.
No juniors, no slideware. You work directly with the engineers who design, train and ship the system.
02Capabilities
The full stack, from paper to production.
Models that interpret scenes, track what matters and generate realistic imagery, built to hold up when data is limited or specialized.
- Scene understanding
- Generative visual AI
- Few-shot & self-supervised R&D
Language and multi-modal systems that read, reason and act across your tools, with guardrails, observability and a human in the loop.
- Agentic workflows
- RAG systems
- Document parsing
From experiment to robust service. Pruning, quantization and distillation for models that have to run fast, small and on real hardware.
- Model optimization
- Production pipelines
- Scalable inference
Statistical models that flag anomalies and forecast what comes next, built around the decision they have to support.
- Anomaly detection
- Forecasting
- Decision support
03Selected work
Complex problems, concrete results.
We keep client names confidential. The two ventures we co-created are ours to name.
From lab model to on-device
A model that worked in the lab was too slow and too large for embedded hardware. Distillation, pruning and quantization got it there.
>90% smaller · 5× faster · higher accuracy
Insight from unlabeled data
Semi-supervised learning and anomaly detection on scientific imagery, cutting the dependence on manual annotation.
High-fidelity analysis at scale
An organization's central brain
Conversational AI and knowledge graphs that map what a company collectively knows, and who knows it.
Living, queryable institutional knowledge
Now building
An agentic platform for construction.
Our own product. AI agents that take on the repetitive work construction companies do every day, so their people can spend their time on the build.
04How we work
No mystery, no surprises.
- 1
Start the conversation
Your first call is a no-pressure strategy session. Honest technical advice, for free.
- 2
Map the challenge
We check feasibility against your data, review the relevant research and agree on a plan with milestones.
- 3
Prove the concept
A working prototype on your data shows whether the approach holds before you commit to the full build.
- 4
Deliver the solution
A production-ready system that fits your team: source code, optimized weights or a managed API.
30 minutes · no cost · no sales pitch
Let's talk about your problem.
A call with our founder. We'll tell you if AI is the right solution, what it would take to build, and whether we're the right team for it.