We teach machines the physical world
Trusted by farmers and industry. We build products, create models and deliver expert-validated data to improve food production systems.
50M+
analyses completed in-field
10+ years
of farming and data science experience
In-house
full-time scientists and taxonomists, never outsourced
AQUASENSE
One Platform for Aquaculture
50 million analyses completed. Point-of-care diagnostics, trusted by feed companies, farmers and industry. A global plankton and aquatic animal health solution.
BUILT FOR THE EDGES OF OUR WORLD
Ocean, Factory, Field & Lab
From microscopic to massive scale. We create data and deploy models at the boundary between human work and science, partnered with pioneers improving our future.
DATA PRODUCTS
Built for Frontier AI
Expert Annotation
Domain expertise and bespoke data environments, with dynamic ontology and QA
From ontology to labelling, domain expertise deployed inside bespoke data creation tooling. Accuracy and edge-case evals protect quality. Bounding boxes to pixel-accurate masks.
BBOX · POLYGON · POINTS · SKELETON · ELLIPSE · MASK · MULTI-MODAL
Physical AI Data
Training data, touch-synchronised, spatially calibrated from factories and in-field industries
Data for out of the home, frontier robotics. South East Asia access to manufacturing, food processing and mineral production. Expertise deployed for teleop or real-time judgement.
EGOCENTRIC VIDEO · TELEOP · WRIST POSE · MULTI-CAMERA · TOUCH FORCE
Custom Datasets
Data programmes, synthetic generation, digital twin development and failure-mode mining
From dynamic ontology, to real-world data collection and post-deployment active learning. Our in-house expertise and data creation environment re-built to your domain, data types and challenges.
SCENARIO DESIGN · DYNAMIC ONTOLOGY · EDGE-CASE MINING · ACTIVE LEARNING
Real-time Expert Judgement
Live expertise deployed into your workflows. Built for high-risk work, model gap coverage and teleop
Deploy expertise live, 24/7 into your product, workflow or data pipelines. Build semi-annotated data, solve judgement gates. Accelerate your go-to-market for AI models or robotics.
EXPERT-IN-THE-LOOP · REAL-TIME JUDGEMENT · ROBOTIC FAILURE PROTECTION
Models & Deployment
Training, fine-tuning, on-device or cloud delivery
End-to-end development to deployment for industry, OEM and operators. We work from problem statements back or on scoped projects. Security, confidence post-deployment with continuous training and drift detection.
FINE-TUNE · EDGE · ON-PREM · OFFLINE · DRIFT DETECTION · AIR GAPPED
Build something with us.
We specialise in the abstract edges of data problems. Let's explore how we could help.
BESPOKE DATA INFRASTRUCTURE
Always in-house. Secure & Agile.
End-to-end, our data, models and expert services always use a fully in-house team, working from our secure facility. From ontology, to annotations and model development, all our infrastructure has been developed in-house to enable agile, cost-effective development suited to your problem.
LIVE EXPERT REVIEW
Experts in the loop, real-time
Solve for judgement, or accelerate an MVP to customer ready. Built for companies operating in high complexity environments with risk and many rare edge cases. Our real-time expert infrastructure today oversees thousands of decisions every day. Quality controlled, multi-layered reviews and embedded soft annotations.