Method

How the analysis works

Our work begins with a defined scientific question. We then assess fit, scope the brief, review relevant literature, and apply computational or mechanism-focused methods where they add value.

1

Define the question

2

Assess fit and scope

3

Run literature and computational analysis where relevant

4

Deliver a written brief or dossier

Scientific research with molecular analysis equipment
Methods

Methods we may use

Not every project requires every method. The method depends on the question. The deliverable is always a written scientific asset.

  • Structured literature synthesis
  • Mechanism and pathway framing
  • Molecular interaction analysis where relevant
  • Network analysis
  • ADMET-style screening where useful
  • Structured evidence comparison
Published Methods

Methods validated in peer-reviewed venues

The computational approaches we may use have been validated through peer-reviewed publications at AAAI, ICLR, NeurIPS, and other top AI and bio venues.

AAAI-26 ORAL

Agentic Causal Graph Learning for Drug Target Discovery

David Scott Lewis, Enrique Zueco

Mechanism Mapping Causal Learning

Causal graph methods for mapping mechanism relationships — applied to nutrition pathway analysis.

ICLR 2026

Generative Models for Neuroprotective Compound Design: ADMET-Constrained Optimization

David Scott Lewis, Enrique Zueco

ADMET Screening Compound Safety

ADMET screening methods adapted for ingredient safety and bioavailability assessment.

NeurIPS AI4D3 POSTER

Active Causal Hypothesis Testing for AI-Guided Drug Target Discovery

David Scott Lewis, Enrique Zueco

Bioactive Analysis Hypothesis Testing

Validated causal hypothesis testing methods applied to bioactive compound analysis.

AI4X-AC

Multi-Scale Toxicity Screening via Verified Agentic Pipelines

David Scott Lewis, Enrique Zueco

Toxicology Safety Screening

Multi-scale safety screening of compounds — the same approach for ingredient-level analysis.

Cross-validation heatmap showing r>0.99 accuracy

Tell us the ingredient, fermentation, bioactive, or mechanism question you want analyzed.

Request a Brief