TECHNOLOGY LICENSING OPPORTUNITY: SurfGraphPro

SOL #: S-196061Special Notice

Overview

Buyer

Energy
Energy, Department Of
TRIAD - DOE CONTRACTOR
Columbus, OH, 43201, United States

Place of Performance

Los Alamos, NM

NAICS

Research and Development in the Physical (541715)

PSC

General Science And Technology R&D Services; General Science And Technology; Basic Research (AJ11)

Set Aside

No set aside specified

Timeline

1
Posted
Jun 5, 2026
2
Action Date
Dec 5, 2026, 10:00 PM

Qualification Details

Fit reasons
  • NAICS alignment with historical contract wins in similar service areas.
  • Scope strongly matches core technical capabilities and delivery model.
Risks
  • Past performance thresholds may require one additional teaming partner.
  • Potential clarification needed on staffing minimums before bid/no-bid.
Next steps

Validate eligibility requirements, assign capture owner, and schedule partner outreach to confirm teaming strategy before submission planning.

Quick Summary

Los Alamos National Laboratory (LANL) is offering a technology licensing opportunity for SurfGraphPro, an advanced AI tool designed to transform complex protein structures into an easy-to-analyze format. This technology significantly speeds up protein analysis, aiding in drug discovery, antibody design, and pathogen detection. Responses are due December 5, 2026.

Technology Overview

SurfGraphPro addresses the challenge of analyzing complex, three-dimensional protein surfaces by converting them into a graph-based representation. This method preserves both the physical shape and biochemical information of surface-exposed amino acids, making it more efficient and flexible for machine learning models. It reduces computational burden and manual feature engineering, allowing for faster, more scalable analysis across various applications.

Key Advantages:

  • Simplifies complex protein structures for computational analysis.
  • Accelerates protein analysis compared to traditional methods.
  • Minimizes manual feature engineering.
  • Retains crucial details of protein shape and chemical properties.
  • Supports diverse applications including drug discovery, antibody design, and pathogen detection.
  • Provides a flexible platform adaptable to various protein-related tasks.

Market Applications

  • Pharmaceuticals and Biotechnology: Drug discovery, target screening, protein optimization.
  • Biologics and Antibody Development: Antibody engineering, binding analysis, therapeutic design.
  • Diagnostics and Infectious Disease: Pathogen detection, biomarker analysis, assay development.
  • Agricultural Biotechnology: Protein analysis, crop trait research, bio-based product development.
  • Materials and Industrial Science: Protein-mineral interaction studies, polymer compatibility, bio-inspired materials.
  • Research Tools and Software: Protein modeling, computational biology, prediction platforms.

Contract & Timeline

  • Opportunity Type: Special Notice (Technology Licensing Opportunity)
  • Development Status: TRL 3
  • Patent Status: US Patent pending
  • Set-Aside: None specified (licensing opportunity)
  • Published Date: June 5, 2026
  • Response Date: December 5, 2026

Additional Notes

This notice is for technology licensing and is not a call for external services for the development of this technology. LANL's licensing program aims to move inventions from researchers to commercial innovations. Patented and patent-pending inventions are available through exclusive and non-exclusive licensing agreements. For specific discussions, contact licensing@lanl.gov.

People

Points of Contact

Caleb LedgerwoodPRIMARY
Lindsay AugustynSECONDARY

Files

Files

No files attached to this opportunity

Versions

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Special Notice
Posted: Jun 5, 2026
TECHNOLOGY LICENSING OPPORTUNITY: SurfGraphPro | GovScope