Beacon-1
AI-powered ADMET prediction across 13 endpoints including solubility, permeability, stability, and toxicity.
Overview
Beacon-1 is a suite of state-of-the-art AI-powered ADMET prediction models developed by Inductive Bio. Designed for drug discovery teams, Beacon-1 learns from large datasets how best to represent chemical structures in order to generate highly accurate predictions across a broad range of absorption, distribution, metabolism, excretion, and toxicity endpoints. The models are fine-tuned and regularly updated to ensure optimal performance within each organization's specific chemical space.
Beacon-1 has demonstrated industry-leading predictive accuracy, achieving consecutive first-place finishes in the world's largest blind ADMET benchmarking competitions. In the 2025 Polaris Ligand ADMET competition run by OpenADMET in partnership with ASAP, Beacon-1 outperformed 39 competitors from leading AI drug discovery companies and academic groups, predicting ADMET properties for a coronavirus main protease program. In the 2026 OpenADMET blind competition run in partnership with ExpansionRx, Beacon-1 again took first place across more than 370 submissions, predicting up to 9 endpoints across over 2,250 compounds.
ADMET Endpoints Covered
- Microsomal Stability
- Hepatocyte Stability
- Cell Membrane Permeability
- Efflux
- Solubility
- Experimental LogD
- Plasma Protein Binding
- pKa
- hERG Inhibition
- In Vivo PK
- Blood-Brain Barrier (BBB) Penetration
- Off-target Toxicity
- Drug-Drug Interactions (DDIs)
Model Quality and Data Handling
- Every model is fine-tuned and regularly updated to ensure optimal performance within a given chemical space
- Heterogeneous data from multiple sources are standardized prior to training
- Beacon-1 learns to adjust for variance across different assay conditions, improving reliability and consistency of predictions
Integrated Solutions and Workflows
- Compass Platform: Beacon-1 powers the Compass platform, enabling teams to prioritize compound designs with AI-informed ADMET insights at each stage of the design-make-test-analyze (DMTA) cycle
- Embedded Experts: Inductive Bio offers consortium partnerships to help teams explore broad and diverse chemical space across every DMTA cycle
- End-to-End AI-Informed Development: Beacon-1 supports accelerated paths to drug candidate (DC) nomination through AI-informed synthesis and testing workflows
Beacon-1 is accessible via the Compass platform and through Inductive Bio's embedded expert partnerships, making it suitable for organizations seeking to integrate cutting-edge ADMET prediction into their drug discovery programs at any stage of development.

