Strategic Partnerships

Accelerate and De-Risk Drug Discovery with Physics-Based AI

Streamline early drug development with advanced AI- and physics-based modeling. Cut costs, avoid unnecessary experiments, and reduce risk by evaluating multiple critical parameters in silico.

$31.7M ARPA-H Contract Award Developing in-silico models to replace animal testing
90% Reduction in Failed Experiments Using physics-based simulations and ML to predict outcomes before synthesis
Discovery Pipeline

Solutions Across the Discovery Pipeline

From target identification to IND-enabling studies, we can leverage our computational solutions to work with you at every stage.

1

Target ID

Confidently choose the right target by analyzing protein structures, interactions bioactivity data, and scientific literature.

2

Hit Discovery

Narrow from near-infinite molecular space to experimentally-tractable, ADMET-filtered, high-quality hits with our proprietary molecular models.

3

Hit to Lead

Generate analogs, scaffold hop, and rapidly evaluate each molecule in depth to find the right molecule to focus your program.

4

Lead Optimization

Refine lead compounds for efficacy, selectivity, safety, and IP to achieve your target product profile.

5

IND Enabling

Run retrospective analyses, literature summaries, and synthetic route suggestions to enter clinic with confidence.

We build models to provide confidence of clinical outcomes

Drug properties set here
Human-relevant testing here
Drug discovery pipeline stages

1. Filtering in hit discovery

2. Scaffold Prioritization in LO

3. Program rescue after toxicity signal

4. Clinical trial design and subpopulation selection

Working with the team at Deep Origin was fantastic — their models gave us a much better understanding of allosteric interactions with our target.
Sandy Der
Sandy Der CEO, ImmVue Therapeutics

Solutions

Leverage our AI and physics-enabled technologies to accelerate your drug discovery and make more informed program choices. Our experts can work with you through each step of the process, blending our cutting-edge drug discovery models and drug design expertise.

If you didn't find anything related to your needs, contact us and we're happy to discuss custom options.

We have a hit molecule, but we need help optimizing it

Derivatize existing molecule and provide ADMET prediction, docking and FEP to rank highest-potential derivatives for testing.

Discovery Stage
Hit to LeadLead Optimization
Yes, we do this today
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I want to develop a new inhibitor or activator

Discover novel, non-patented chemical matter for both validated and emerging protein targets.

Discovery Stage
Hit DiscoveryHit to Lead
Yes, we do this today
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I need to validate HTS or DEL screening hits

Computationally validate high-throughput screening hits to prioritize true positives and reduce false positive rates.

Discovery Stage
Hit Discovery
Yes, we do this today
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I want to find druggable pockets on a challenging target

Discover non-obvious binding sites on targets previously considered undruggable using advanced pocket detection.

Discovery Stage
Target ID
Yes, we do this today
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I need a protein structure without experimental data

Generate accurate protein structures using AI-powered modeling when crystallography or cryo-EM data is unavailable.

Discovery Stage
Target ID
Yes, we do this today
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I want to design a PROTAC or molecular glue

Design and optimize protein degraders with physics-based modeling of ternary complex formation.

Discovery Stage
Hit to LeadLead Optimization
Yes, we do this today
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I need to develop covalent binders

Design and optimize covalent inhibitors with reactivity and selectivity predictions.

Discovery Stage
Hit to Lead
Yes, we do this today
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I want to predict ADMET properties early

Predict absorption, distribution, metabolism, excretion, and toxicity profiles to de-risk compounds early.

Discovery Stage
Lead Optimization
Yes, we do this today
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I need help with synthetic route planning

AI-assisted retrosynthetic analysis for efficient compound synthesis and IP considerations.

Discovery Stage
IND Enabling
In Development
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Get Started

Request a Partnership Consultation

Tell us about your drug discovery challenges. Our team will work with you to identify the right computational solutions for your pipeline.