Multi-agent architecture
The virtual R&D department
The orchestrator decomposes a product goal into research questions, simulations, formulation tasks, experiments and decision gates — then routes each to a specialist.
Orchestration flow
PRODUCT / RESEARCH GOAL
│
AI R&D ORCHESTRATOR
│
┌─────┴─────┬────────────┐
Scientific Computational Product
Research Science Design
└─────┬─────┴────────────┘
▼
SAFETY ENGINE → REGULATORY ENGINE → LAB PLANNING
▼
EXPERIMENTAL RESULTS → LEARNING LOOP → OPTIMIZED COMMERCIAL PRODUCTRun an agent
Answers use AI grounded in the platform's ChEMBL, CosIng and DSLD records, plus your company's experiments when you are signed in.
Scientific Research
Turns objectives into graded, traceable evidence.
Computational Science
The molecular discovery engine, shared across all three verticals.
Product Design
Converts candidates into manufacturable, stable formulas.
Validation & Compliance
Keeps every recommendation auditable and human-approved.
Commercial
Makes R&D decisions commercially defensible.