Industry
Healthcare, Life Sciences & Biotech
Biotech, pharma and device work is review work: lab and assay data to clean, hundreds of standards to screen, thousands of images to grade, every one needing a judgement and a note. We build assistants that do the first pass and show their evidence, so scientists and regulatory experts spend their time where it is needed.
The problems we solve
- Screening hundreds of recognised standards by hand for each submission
- Lab and assay data cleaned by hand before anyone can analyse it
- Signing off segmentation batches with no reference to compare against
- Literature, guidance and device descriptions buried in PDFs
- Workbooks whose formatting breaks when a tool touches them
Client stories
Healthcare & Life Sciences
A first pass on hundreds of standards
A regulatory assistant that reads a device description, works through the workbook of recognised standards with tools the reviewer can see, and fills in the screening columns the team used to fill by hand.
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Healthcare & Life Sciences
Triage for segmentation masks with no answer key
A tool that scores every mask against an estimate of what an expert would say, with a confidence band that sets the colour, and sorts the review queue worst first.
Read the storyRelated insights
Report · Healthcare & life sciences
Grading a segmentation mask when nobody knows the right answer
Judging a mask against an expert's is arithmetic. The case teams actually face is a model producing thousands of masks with no reference at all. The honest answer is triage: a score, a confidence band that decides the colour, and a queue sorted worst first.
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Article · Healthcare & life sciences
Screening hundreds of standards without trusting the model
A regulatory team walks a workbook of recognised consensus standards for every submission and fills four columns by hand. An assistant can do the first pass in an afternoon, provided it shows its tools, runs a rule-based second opinion, and gives the workbook back exactly as it found it.
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We will show you a system running in your industry before we propose one.