Quantum Accuracy at
High-Throughput Speed

Bridging the gap between fast docking and accurate quantum mechanics. We predict protein-ligand binding affinities with near-DFT fidelity to accelerate drug discovery.

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The Challenge

The Accuracy Gap in Virtual Screening

Computational drug discovery faces a fundamental bottleneck. Classical docking methods are fast but often unreliable, leading to high false-positive rates and costly experimental failures.

Conversely, methods based on Quantum Mechanics (QM) are accurate but too computationally expensive for screening millions of molecules. The industry needs a solution that offers QM rigor at docking cost.


Docking often yields < 10% hit rates.
Quantum Click aims to fix this.
The Solution

Hybrid ML + Orbital-Free DFT

Electronic Description

Unlike force fields, our method leverages quantum mechanical electron densities with near-DFT fidelity.

Unmatched Speed

We reduce computation time from minutes (standard DFT) to under 1 second per structure, enabling the screening of ~1 million compounds per day.

Reliable Re-Ranking

We accurately re-rank the millions of ligands emerging from docking campaigns, identifying the true binders that classical tools miss.

Our Products

Flexible Engagement Models

Partnerships

Co-development for Pharma & Biotech


We collaborate directly with pharmaceutical and academic medicinal chemists to accelerate hit-to-lead optimization.

  • Custom pipeline integration
  • Access to proprietary hit-identification protocols
  • Dedicated scientific support from our team
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Software Licensing

SaaS & AWS Deployment


License the Quantum Click software to run within your own infrastructure or via AWS, empowering your internal teams.

  • Secure AWS deployment
  • Comprehensive user training included
  • API access for computational chemists
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Validation

Proven Performance

1.2
kcal/mol Mean Deviation
(S22 Benchmark)

vs >4 kcal/mol for classical force fields

<10s
Compute Time Per Complex

Against minutes/hours for conventional QM/MM methods

1M+
Screening Capacity

Molecules per day throughput

Quantum Click has been benchmarked against the S22 & S66 sets for weak inter-molecular interactions and tested on JNK3 protein–ligand complexes. Our method consistently matches or outperforms the festest QM methods available while running orders of magnitude faster.

Patent Pending: "Computer implemented method for quantum mechanical binding affinity scoring" (US 63/272,543).

The Team

Scientific & Business Leadership

George Dial

CEO

Business strategy and commercialization development

Jessica Martinez

CTO

Research and product development

Michele Pavanello

Professor of Physics, Rutgers University

Consultant and co-founder

Get in Touch

Interested in licensing Quantum Click or discussing a partnership? Contact our team to schedule a demo or pilot study.

Contact Information

Email: team@quantumclick.ai

Location: Newark, NJ

For Investors & Partners

We have secured NIH seed funding and completed the NSF I-Corps National program and are currently validating pilots with industry partners.