Data-efficient AI
for screening
From few-shot microscopy to phenotypic screening, get production-ready models without the usual labeling burden. Start standalone, then integrate into the lab stack where it helps.
What We Offer
Two off-the-shelf AI products
Few-Shot Microscopy AI
Production-ready detection, segmentation, classification, and tracking. Trained on as few as 1-5 datapoints. Available as a standalone workflow, Docker or ONNX service, or a LabVIEW or MCP-connected lab component.
- Off-the-shelf product, ready to deploy today
- >99.9% accuracy validated by clients
- Standalone workflow, Docker or ONNX service, or LabVIEW or MCP-connected component
- X-ray, CT, MRI, ultrasound, microscopy, OCT, pathology
Phenotypic Screening at Scale
Purpose-built for high-content screening. Replaces CellProfiler pipelines, turning months of work into minutes. Available as a standalone product or an integrated screening layer inside existing platforms.
- Off-the-shelf product, ready to deploy today
- Equal accuracy to state-of-the-art with 86% less data, 95% less training time
- Validated on benchmarks selected by AstraZeneca
- Standalone product or Docker, ONNX, or MCP-integrated screening layer
Deployment and Integration
From assay pilot to integrated lab workflow
Standalone Assay Workflow
Run the configured model as a scientist-facing workflow for detection, tracking, quantification, and phenotypic screening decisions without replacing the rest of the lab stack.
Lab Stack Integration
Package the models as Dockerized services or ONNX-based deployments, and connect them to image stores, LIMS or ELN systems, or LabVIEW-controlled instruments where relevant.
Agentic Screening Integration
Expose the model layer to existing AI agent frameworks via MCP for assay triage, similarity search, orchestration, or report preparation without replacing current lab systems.
Full Stack
Core capabilities
Technical FAQ
For the Engineers & Scientists
Get Started
Accelerate your screening campaigns
Two production-ready AI products, available off-the-shelf. Deploy them as standalone assay workflows or integrate them into existing lab stacks via Docker, ONNX, LabVIEW, or MCP where relevant.
Got a problem but
no data?
No dataset, no infrastructure, no problem. We build custom AI solutions from scratch, from data collection to model deployment. If it can be solved with AI, we'll find a way.