Senior AI engineers.
For hard problems.
We solve complex, real-world AI challenges and build production systems that actually ship.
Two engagement models
Want to bring AI to your company?
We find your company's path from first concept to market as your dedicated AI team.
Already building with ML?
We integrate seamlessly into technical teams to solve complex problems and accelerate delivery. R&D, architecture, and scale.
What we build
We build AI systems across multiple domains. Whether you need something applied, experimental, or deeply integrated, we bring the full technical stack.
Computer Vision
Scene understanding · Image generation · Applied R&D
Models that interpret visual scenes, generate realistic imagery, and succeed even with limited data. Built for precision and adaptability.
ML Engineering
Model optimization · MLOps · Production scaling
From experiment to robust, scalable services. We build optimized ML pipelines ready for high-volume, high-impact applications.
AI Automation
LLMs · RAG · AI agents
Turn unstructured text into structured insight. We leverage multi-modal language models that read, reason, and retrieve knowledge at scale.
Data Science
Forecasting · Anomaly detection · Actionable insights
Turn complex data into clear predictive insights. Using advanced statistical modeling, we build custom models that detect anomalies, anticipate trends, and inform strategic decisions.
From complex problems to concrete breakthroughs
Client confidentiality is paramount. The challenges are real.
From Lab Model to On-Device
A powerful AI model, effective in the lab, was too slow and large for deployment on real-world, cost-sensitive embedded hardware. A critical production blocker.
We employed a first-principles optimization strategy, combining knowledge distillation, iterative network pruning, and quantization to architect a smaller, highly efficient model.
Unlocking Insights from Limited Labeled Data
Biological insights were hidden in complex scientific imagery, but acquiring perfectly labeled data for training was prohibitively slow and expensive.
We leveraged semi-supervised learning and anomaly detection to build models that learn rich features from existing unlabeled data, dramatically reducing reliance on manual annotation.
Building an Organization's Central Brain
An organization's most valuable knowledge was fragmented across silos and the minds of individual team members, making it impossible to leverage strategically.
We combined conversational AI with knowledge graphs to map the company's collective intelligence from structured interviews. The result surfaced hidden experts, bottlenecks, and strategic opportunities.
How we work
From first conversation to production. No mystery, no surprises.
Start the conversation
Your first call is a no-pressure strategy session. We'll provide honest technical advice, for free.
Map the challenge
Together, we assess feasibility, explore the science, and define a clear, data-driven path forward.
Prove the concept
Through rapid R&D, we build a working prototype to validate the approach and de-risk your investment.
Deliver the solution
A production-ready solution that fits your team. Source code, optimized weights, or a fully-managed API.
Why teams choose us
Expertise without ego
Work directly with senior engineers. No fluff, no gatekeeping, just results. 12+ patents, 8 years in production AI.
Collaboration-first approach
We partner with you to understand the real problem, not just the symptoms. If AI isn't the right solution, we'll tell you.
Battle-tested solutions
From regulatory environments to real-time constraints, we build for where it counts. Our code runs in surgical equipment and pharmaceutical R&D.
Deliver on your terms
We deliver everything from optimized model weights to hosted APIs. Whatever fits your workflow and infrastructure.
Frequently asked questions
Let's talk about your problem
No preparation needed. Just tell us what you're working on.