01

Target Validation

Build confidence in the biology.

Target Identification & Validation

A druggability assessment and target product profile before you commit resources.

Comprehensive data analysis resulting in an informed target product profile and druggability assessment. Testable hypotheses before you commit resources.

Eliminates: pursuing undruggable targets

Target Dossiers

A complete package to start a discovery program.

Complete packages to kick off a discovery program. From validation to target product profile to a synthetically accessible privileged virtual library.

Eliminates: slow project kickoffs

Quantitative Biology

Mechanistic models of disease biology, pharmacology and drug behavior.

Translating biological complexity into quantitative, predictive models. We build mechanistic and systems-level representations of disease biology, pharmacology, and drug behavior — from pathway dynamics to patient-level outcomes.

When the biology is too complex for intuition alone, quantitative models provide the framework to ask better questions.

Techniques Knowledge graphs, pathway modeling, PK/PD simulation, systems biology, network pharmacology

02

Strategy & Modality

Choose the right intervention path.

Chemical Biology & PROTAC Design

Degraders, macrocyclic peptides, covalent inhibitors and probes, designed around the mechanism.

Degraders, macrocyclic peptides, covalent inhibitors, probes. Structure-informed experiment design with explained mechanisms of action.

Eliminates: black-box MoA in complex modalities

Protein-Protein Interactions

Molecules that disrupt or stabilize specific protein interfaces.

Targeting PPIs requires a different computational toolkit — larger interfaces, shallower binding sites, and allosteric mechanisms that traditional docking misses. We model protein complexes, map hotspots, and design molecules that disrupt or stabilize specific interactions.

This includes molecular glues, PROTACs, and macrocyclic peptides — modalities designed to exploit the biology of protein interfaces.

Techniques PPI hotspot mapping, MD simulations, protein-protein docking, PROTAC ternary modeling, macrocycle design, molecular glue prediction

Library & DEL Screen Design

Libraries and screens enriched computationally before any synthesis spend.

Computationally enriched molecular libraries. Screen design informed by structural insight and enrichment prediction before synthesis spend.

Eliminates: low-yield screening campaigns

03

Design & Optimization

Design and advance the right molecule.

Hit Generation

Hits from fragment, de novo and privileged-collection screens, ranked by SAR potential.

Screening fragments, de-novo compounds, and our privileged collection. Predictive models enriching for real SAR potential, not just docking scores.

Eliminates: false-positive hits that waste synthesis

Lead Generation

Hit-to-lead with selectivity, freedom to operate and IP in view from the start.

Hit-to-lead through de-novo design, core hopping, and ligand growing. Focus on off-target selectivity, freedom to operate, and IP readiness from day one.

Eliminates: leads with hidden liabilities

Lead Optimization

Potency, DMPK, CYP, hERG and PK optimized together in fewer synthesis rounds.

ML-augmented molecular models optimizing cellular activity, DMPK, CYP inhibition, hERG, and PK simultaneously. Fewer synthesis waves to candidate quality.

Eliminates: multi-parameter trade-off failures

Techniques used across this stage FEP+ / free energy, generative chemistry, de novo design, scaffold hopping, ML-ADMET prediction, covalent docking, 3D-QSAR

04

IP & Differentiation

Build a distinct, protectable position.

Consultation & IP Strategy

SAR guidance, project reviews and patent landscape navigation.

SAR guidance, project review, patent landscape navigation. 35+ co-invented patents as evidence of our IP instinct.

Eliminates: IP surprises late in development

Scientific Due Diligence

Asset evaluation for in- and out-licensing, ending in a go/no-go recommendation.

Asset evaluation for in/out-licensing. Mode of action analysis, SWOT, competitive landscape, and a clear go/no-go recommendation.

Eliminates: licensing the wrong asset

Custom platforms we build for you

Tools we build and run inside client programs, across all four stages.

Pharmacophore Matching Engine

3D pharmacophore search across billions of conformers.

Proprietary 3D pharmacophore search across billions of conformers. Faster and more customizable than commercial tools — tuned for your target class and chemical space.

Advantage: speed + specificity no license provides

Off-Target Prediction

Selectivity profiling against a curated panel of anti-targets.

Selectivity profiling against a curated panel of anti-targets using structural and ligand-based models. Flags liabilities before synthesis, not after.

Advantage: fewer late-stage safety surprises

Interactograms & Visualization

Residue-level interaction maps that medicinal chemists can use directly.

Interactive residue-level interaction maps for structure-activity interpretation. Designed for medicinal chemists — not just computational scientists — to use in design discussions.

Advantage: shared language between comp and med chem

Custom ML Pipelines

Prediction systems trained on your own data and deployed for your team.

End-to-end prediction systems deployed for your team. From data ingestion to model training to production API — property prediction, virtual screening, and ADMET scoring built on your proprietary data.

Advantage: models trained on your SAR, not public data

Automated Screening Cascades

Unattended virtual screening that ends in a ranked, purchasable shortlist.

Multi-stage virtual screening workflows that run unattended — docking, rescoring, ADMET filtering, diversity selection — delivering ranked compound sets ready for procurement.

Advantage: days not weeks from target to shortlist

Custom Modeling for Hard Problems

Bespoke methods for allosteric, flexible, covalent and membrane targets.

When off-the-shelf methods fail — allosteric sites, flexible binding pockets, covalent mechanisms, membrane proteins — we build bespoke computational approaches matched to the biology.

Advantage: solutions where standard tools plateau

Targets and modalities we work on

DNA & nuclear biology

  • DNA-binding proteins
  • Helicases
  • Transcriptional regulators

RNA biology

  • RNA-binding proteins
  • RNA splicing machinery
  • RNA G-quadruplexes

Enzymes & catalytic proteins

  • Kinases
  • Metalloenzymes
  • Proteases
  • Phosphatases

Protein complexes

  • Protein–protein interactions
  • Cargo proteins
  • Inflammasome complexes

Receptor proteins

  • GPCRs
  • Cell-surface proteins
  • Radioligand theranostics

Across molecular complexity Small molecule agonists & inhibitors Molecular glues & degraders PROTACs Peptides & macrocycles

Engagement models