One or more molecular structures represented as SMILES, the requested property endpoints, and decision thresholds.
Capability 04
ADMET prediction
Which predicted developability properties or liabilities should inform the next candidate decision?
Delegates absorption, distribution, metabolism, excretion, and toxicity prediction to Gauge and returns a structured computational property summary.
Predicted property values, endpoint classifications, comparison context, and flagged computational risks.
Orchestrate · Gauge
Evaluate workflowManuscript workflow figure
Read the task from question to recorded output.
The example moves from a molecular structure and requested endpoints to a Gauge prediction step, then back to Orchestrate for a consolidated interpretation.

Property Prediction Workflow. Orchestrate plans the analysis and delegates ADMET property prediction to Gauge, then integrates the returned structured report.
Download source figure (PDF)What the evidence supports
Interpret the workflow at the level the manuscript shows.
The manuscript benchmark uses ADMETLab 3.0 data for QED, Caco-2 permeability, BBBP, CYP2D6-sub, and SR-p53. The reported values are model outputs within a benchmark protocol.