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Go8 research university · Higher education

Geology microscopy annotated in seconds, not hours

AI segmentation of geology microscopy for a Group of Eight research university — annotation cut from hours to seconds per image.

Microscopy vision AIHours → secondsVision & video AIMultimodal understandingFrontier AI

The problem

Annotating microscopy images by hand is slow, specialist work. Each sample took hours, and throughput was limited by the people available to do it.

What we built

A vision system trained to annotate geology microscopy images automatically, with specialists reviewing and correcting rather than annotating from scratch.

Outcome

  • Annotation in seconds rather than hours per sample
  • Specialists moved from manual annotation to review

Client details available under NDA. Talk to us about vision AI for scientific and industrial imaging.

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Most AI stops at the screen. Ours reaches the factory floor, the field and the front office.

Two worlds, one stack, governed end to end and human-led — already in production with enterprise and government. Bring us the outcome. We'll own it end to end.

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