Our core service

We collaborate one-on-one with researchers worldwide to build highly customized analysis pipelines for cases not covered by existing image analysis tools, or where uncovering the physics of a developing system requires going beyond standard workflows.

• HPC and storage. We provide in-house HPC and storage to build and train custom 3D segmentation and tracking models. You deposit your raw data on our HPC systems, and we handle processing and model training using our bespoke PyTorch-Lightning–based tools.
• Custom analysis tool development. We bridge the persistent gap between biological systems and the tools of theoretical physics. After segmenting and tracking your data and converting it into Pandas dataframes, we train AI-based inception models to quantify cell fate, and develop code grounded in topological and non-equilibrium statistical physics to extract the underlying physics from your data.
• Paid service model. Our pricing is simple and monthly. After an initial review of your data and a discussion of project goals, we provide a timeline and cost estimate. Once agreed, we take on your data and use our compute and storage resources to deliver the analyzed results.
• Educational activities. Physics and AI are central to everything we do. Our teaching section links to our lectures, tutorials, and books, all developed from those lectures.