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Digital Biology

AI-driven protein drug design data lab

Overview

Digital Biology operates as a data lab for AI-driven drug design. It labels protein designs with human-relevant functional data at library scale, enabling millions of designs to be tested in mammalian systems. The screening engine measures binding, developability, and tissue-level responses for antibodies, multispecifics, and custom biologics. The company aims to accelerate AI-enabled drug engineering by delivering scalable, actionable data that links design features to real-world biology, setting it apart from purely computational or small-scale approaches.

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About Digital Biology

Simplify's Rating
Why Digital Biology is rated
C+
Rated B on Competitive Edge
Rated C on Growth Potential
Rated C on Differentiation

Industries

Data & AnalyticsAI & Machine LearningBiotechnologyHealthcare

Company Size

11-50

Company Stage

N/A

Total Funding

N/A

Headquarters

Watertown, NY

Founded

2022

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Simplify's take

What believers are saying

  • The website updated October 4, 2026, signaling active product development.
  • Bill & Melinda Gates Foundation backed the platform with $4,327,073.
  • Lux Capital and Wyss Institute investors validate a deep-science capital base.

What critics are saying

  • No public funding has closed since the October 2022 Gates grant.
  • Caplight shows only 17 employees, limiting throughput and sales coverage.
  • Chai Discovery and Aureka crowd the 2026 AI-biology market, compressing differentiation.

What makes Digital Biology unique

  • Digital Biology labels protein designs with human-relevant functional data at scale.
  • Its mammalian screening engine measures binding, developability, and tissue-level response.
  • Watertown team targets protein engineering, not generic wet-lab automation.

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Benefits

  • Health Insurance
  • Vision Insurance
  • Life Insurance
  • Dental Insurance
  • 401(k) Retirement Plan

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