Life sciences · Computer vision
FLUORO
3–4 days of manual cell review → a same-day first pass
Automated segmentation, counting and QC for cancer-research labs, with an audit trail behind every result and no change to how the lab prepares its slides.
We design and build software systems for regulated, technical industries — we engineer them around how your team already works, instead of bending your team to fit a generic tool. A Silicon Valley engineering team, deployed for clients operating globally.
Shipped in production
In cancer-research labs, FDA-regulated pharmaceutical teams and overseas retail, for clients in the United States, Canada and beyond.
Life sciences · Computer vision
3–4 days of manual cell review → a same-day first pass
Automated segmentation, counting and QC for cancer-research labs, with an audit trail behind every result and no change to how the lab prepares its slides.
Pharma · Regulatory compliance
A continuously auditable record, instead of reconstructing history at audit time
Benchmarks pharmaceutical development against current federal regulation and tracks what each chemical's hazard category used to be, and why it changed.
Retail & wholesale · Agents and monitoring
Inventory and quality issues flagged before they reach a customer
For an ethically-sourced goods retailer operating overseas: AI monitoring across the catalog, plus an AI layer that handles large wholesale accounts and escalates exceptions to a person.
We build domain-native software systems for many industries — reach out if you’re seeking AI development services.
For cell researchers, FLUORO turned a 3–4 day manual review into a same-day first pass — because the system is built around how a lab already works, not the other way around.
We build domain-native software, and the working scientists and compliance professionals who use it validate it — we don't adapt generic enterprise technology after the fact for the lab.
Every deployment adds annotated microscopy data and mapped regulatory precedent across FDA — a compounding dataset a generic tool cannot replicate.
We build full audit-trail transparency into every Symnexus platform by design, rather than bolt it on — critical trust infrastructure for customers operating under FDA and other regulatory bodies.
Case Study
A cancer-research lab's cell-analysis workflow, before and after FLUORO. FLUORO compresses manual review of cells from three to four days of manual cross-referencing to a same-day first pass.
Silicon Valley engineers from NXP Semiconductors, Zoom, Amazon, and ServiceNow, plus Berkeley- and Stanford-trained researchers.
Meet the teamThe people who build the product run your demonstration and build it around your workflow.