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Absentia Labs

AI-driven whole-organism modeling for drug safety

Overview

Absentia Labs builds an AI-driven, organism-wide modeling platform that helps biotech and pharmaceutical teams assess drug safety and translational risk early in development. Its core AI-native engine combines biological, chemical, and assay data to simulate how a drug behaves in the body across whole organs, predicting efficacy and safety issues before preclinical tests. By focusing on organ-specific risks like liver, heart, and kidney liabilities, the platform aims to identify problem candidates early and guide which drugs to advance. This approach is designed to reduce late-stage failures and speed up the process of bringing medicines to the clinic, offering a more ethical and cost-effective alternative to traditional animal testing. Absentia Labs positions itself as the intelligence layer for molecular medicine, working with universities and biopharma partners to standardize and accelerate drug discovery and development.

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About Absentia Labs

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

Industries

Data & AnalyticsAI & Machine LearningBiotechnologyHealthcare

Company Size

N/A

Company Stage

N/A

Total Funding

N/A

Headquarters

Somerville, MA

Founded

2024

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Simplify's take

What believers are saying

  • Absentia added kidney safety in November 2026, expanding product breadth and cross-sell potential.
  • Caplight shows $5.5 million raised and a July 2026 grant, extending runway.
  • Open senior hiring in Boston and San Francisco signals active product buildout and expansion.

What critics are saying

  • Absentia still lacks disclosed commercial customers, so revenue concentration risk remains acute in 2026.
  • Regulatory acceptance does not equal clinical validation; a failed ISTAND review would damage adoption.
  • If pharma rejects in-silico safety tools, Absentia’s whole-organism thesis loses its market entirely.

What makes Absentia Labs unique

  • 2026 FDA ISTAND acceptance gives Absentia rare regulatory credibility for AI toxicology.
  • Its platform spans liver, cardiac, and kidney safety, not single-organ point solutions.
  • Mechanistic biology plus machine learning yields interpretable, weight-of-evidence predictions for drug development.

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Benefits

  • Flexible Work Hours
  • Hybrid Work Options
  • Remote Work Options
  • Company Equity

Company News

Associated Press
Jul 7th, 2026
Absentia Labs' AI liver model becomes first artificial intelligence drug development tool accepted into FDA qualification program

Absentia Labs, a Boston-based biotech startup founded in 2024, has become the first company to have an AI-driven drug development tool accepted into the FDA's qualification programme. The company's Digital Liver Model, designed to predict drug-induced liver injury, entered the FDA's ISTAND pathway—a historic milestone for AI-based safety assessment tools. The startup was co-founded by MIT-trained scientists Farhan Khodaee and Rohola Zandie, alongside Robert Betancort. Their AI platform combines mechanistic biology with drug-response data to help pharmaceutical companies assess liver injury risk before human trials begin. Drug-induced liver injury is a leading cause of clinical trial failure. Absentia's model addresses gaps in traditional animal testing by capturing the complexity of human liver response, including metabolism, genetics and immune factors.

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