Methods

Methods

The physical harness that teaches AGI to connect experimental data to human drug outcomes.

Methods

We experimentally measure the full life cycle of a drug, linking exposure and metabolism to cellular biology and human outcomes.

Methods

LabOS orchestrates the lab across experiment protocols, quality control, data ingestion, and data validation.

Data Readiness

Keeping track of all compounds

Data Readiness

Ingestion Pipeline

Data across different assays

Ingestion Pipeline

Model Evaluation

Grading model performance

Model Evaluation

Model Leaderboard

Tracking model performance

Model Leaderboard

Image Segmentation

Mask & Quality Control

Image Segmentation

Methods

Measuring across multiple modalities, including imaging, transcriptomics, proteomics, and mass spectrometry.

Methods

We extract early, subtle biological signals from our experimental data to predict human outcomes.

Steatosis

Lipid Droplet Accumulation

Hoechst (Nuclei) LipTOX (Neutral Lipids)

ER Stress

BIP/GRP78 Expression

Hoechst (Nuclei) BIP/GRP78 (ER Stress)

Cholestasis

Bile Canaliculi Loss

Hoechst (Nuclei) Phalloidin (Actin)

Lysosomal Disruption

Lipofuscin Buildup

Hoechst (Nuclei) Lysosomal (Autofluorescence)

Mitochondria

Fission and Fusion

Hoechst (Nuclei) Mitotracker

Cytotoxicity

Nuclei Loss and Morphology

Hoechst (Nuclei)

Methods

Scientists meticulously annotate and curate our experimental data to make it ready for AI training.

Methods

Our reasoning agent uses thousands of clinical reference molecules to translate novel compound data into actionable predictions of human risk.

Methods

Axiom’s agents reason over experimental data to predict and explain human drug outcomes

Axiom's Digest

Learn more about our work

Understand drug toxicity before it reaches humans.