Analysis you can defend.
SYNYG is an independent consulting practice applying AI and machine learning across the life sciences — bioinformatics, drug discovery, omics data, and diagnostics. Every engagement is scoped case by case, and the work is built to be defended: in review, in diligence, and in the clinic.
Practice
Five fields, one standard: results that hold up when someone else runs the numbers.
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AI & machine learning
Model design, validation, and deployment held to scientific standards of evidence — not demo-grade accuracy.
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Bioinformatics
Pipelines and analyses for sequencing and other high-throughput data, reproducible end to end.
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Drug discovery
Target analysis, screening support, and QSAR modeling that survives scrutiny — and compounds that survive triage.
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Omics data
Genomics, transcriptomics, proteomics, metabolomics — integrated and interpreted, not just processed.
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Diagnostics
Assay data analysis, biomarker statistics, and the validation documentation a diagnostic has to carry.
Case by case
We have no product to sell you and no platform to lock you into. Each engagement starts from the question on your bench and ends with work your team owns outright.
Understand the case
We begin with the biology and the decision you need to make — not with a technique looking for an application.
Do the work
Analysis, modeling, validation. Reproducible, documented, and honest about uncertainty where it exists.
Hand it over
You receive the methods, the code, and a clear write-up — defensible in review and extensible by your own team.
Bring us the case
Describe your data and the decision you are trying to make. We will tell you honestly whether we are the right practice for it.