Scientist-in-the-Loop
Put expert judgement where it matters most.

SigmaticOS orchestrates coordination between in silico tools, wet labs and expert scientists greatly accelerating discovery at scale with full traceability.

Decision-ready review for your scientists
From Millions to a Shortlist

SigmaticOS drives your pipeline from millions of compounds down to an actionable shortlist, then packages everything your team needs to make confident decisions.

Complete Audit Trail

Every decision is versioned with inputs, parameters, and outputs for that run enabling scientists to see the full details on the entire pipeline.

Strategic Pauses

Your workflow pauses at predetermined gates where human judgment adds the most value, then automatically continues when decisions are made.  

Scientific Visualizations

Scientists are presented meaningful visualizations where needed such as molecule visualizations, interactive protein/ligand docking views, charts/dashboards and annotated sequences to aid in decision making.

Scientists can approve, annotate, or route compounds—with SigmaticOS capturing the rationale and continuing automatically. This human-in-the-loop approach combines computational efficiency with irreplaceable expert judgment exactly where it’s needed most.

The result? Fewer wrong turns, faster cycles, better evidence, and true governance throughout your drug discovery process.

The agentic operating
system for life sciences R&D​
Sigmatic OS
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