We build custom object-detection models for whatever matters to you — crops, defects, wildlife, medical instruments, cell types, tools, defects, damage. Anything visible, anything measurable.
Trusted by researchers, industrial ops, agtech, medtech, and defence teams for niche detection problems
Some problems are best solved with a foundation model plus a few examples. Others need full custom training. We help you pick.
Send us a few reference images or a text description. We use foundation models to detect without heavy training — good for open-set exploration.
We collect (or receive), label, and train a dedicated model on your exact classes and environment. Best-in-class accuracy.
When bounding boxes aren't enough — instance segmentation, panoptic segmentation, or keypoint detection for pose, joints, and shapes.
From a fully managed pipeline to raw model weights on your servers — you choose how deep we go.
We host the model. You send images or streams, get detections back — with a dashboard if you want one.
Image collection, inference, results delivery — the whole loop. Great for research, audits, or one-off large studies.
Prefer to run it yourself? We hand over the trained weights, inference code, and a runbook. Deploy anywhere.
Crop disease, weed identification, fruit counting, livestock monitoring from drone or field cameras.
Defect detection on production lines — scratches, misalignments, contamination, missing parts.
Species identification, animal counts, and rare-species alerts from camera traps and drones.
Instrument counts in OR videos, cell / lesion detection on lab imagery, tool tracking.
Object of interest detection from ground, aerial, or satellite imagery — under strict compliance.
Any lab problem where hand-counting is the bottleneck — from petri dishes to plankton to particle traces.
Free 30-min call to understand your problem, data, and constraints.
We collect or receive images, label as needed, and train the right architecture.
You review results on a hold-out set. We iterate until accuracy meets the bar.
Hosted, full-service, or weights delivered — your call.
Almost. If it's visually distinguishable in the imagery you have (or can capture), yes. We flag on our scoping call when a problem is likely too hard for current techniques, or when a different sensor (thermal, hyperspectral) would work better.
Zero-shot: a few reference images. Custom trained: usually a few hundred labelled examples per class. If you don't have data, we can collect and label it as part of the engagement — including from drone footage, microscopy, or field trips.
Yes. Our team has experience with thermal, hyperspectral, radar, X-ray, and ultrasound imagery. Architecture choices differ from standard RGB — we adapt.
You own both. Data stays yours, and delivered weights are yours to keep and modify. We're happy to sign strict NDAs / DPAs and to delete our working copies after delivery.
Custom detection projects are typically a fixed fee based on the class count, data collection scope, and target accuracy. Send us your problem — we come back with a proposal and a quote.
Describe what you want to detect, in what kind of images, at what scale — we come back with a plan and a quote.