Inductive Bio

Inductive Bio

ML-driven software for small molecule ADMET

Overview

Inductive Bio uses machine learning on a proprietary, curated dataset to help pharmaceutical, biotech, and research teams design small molecule drugs. Its platform provides real-time ADMET predictions and data-driven insights to guide drug design throughout development. The system stands out by pairing a thoroughly curated ADMET dataset with ML models in a user-friendly platform that supports entire teams, not just data scientists. The goal is to accelerate the discovery and optimization of safe, effective small molecule drugs by delivering practical, data-driven guidance during development.

About Inductive Bio

Simplify's Rating
Why Inductive Bio is rated
B-
Rated B on Competitive Edge
Rated B on Growth Potential
Rated C on Differentiation

Industries

Data & Analytics

AI & Machine Learning

Biotechnology

Healthcare

Company Size

11-50

Company Stage

Series A

Total Funding

$29.3M

Headquarters

New York City, New York

Founded

2021

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Simplify's Take

What believers are saying

  • September 17, 2026 Beacon-2 expanded from ADMET to end-to-end dose prediction.
  • ARPA-H CATALYST awarded up to $21 million on December 8, 2025 for DATAMAP.
  • Inductive reported active deployments with Amgen and dozens of partner programs in 2026.

What critics are saying

  • Inductive still depends on opaque partner revenue; pricing and customer retention remain undisclosed.
  • Anthropic and foundation-model vendors can commoditize workflow integration faster than Inductive's moat.
  • If Beacon-2 misses clinical outcomes, partners will cancel programs and collapse adoption.

What makes Inductive Bio unique

  • Beacon-2, launched September 17, 2026, predicts human dose from chemical structure.
  • Inductive won three straight OpenADMET blind challenges, beating 750-plus competitors by July 2026.
  • Compass embeds Indy and Beacon-2 into live partner programs, supporting 100-plus discoveries.

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Funding

Total Funding

$29.3M

Above

Industry Average

Funded Over

2 Rounds

Series A funding typically happens when a startup has a product and some customers, and now needs funding to scale. This money is usually used to grow the team, expand marketing, and improve the product. Venture capital firms are frequently the main investors here.
Series A Funding Comparison
Above Average

Industry standards

$15M
$8.2M
Discord
$15M
Canva
$25M
Inductive Bio
$30M
Kalshi

Benefits

Health Insurance

Dental Insurance

Vision Insurance

Commuter Benefits

Phone/Internet Stipend

Home Office Stipend

Flexible Work Hours

Remote Work Options

Paid Vacation

Paid Sick Leave

Paid Holidays

Unlimited Paid Time Off

401(k) Retirement Plan

401(k) Company Match

Company Equity

Stock Options

Wellness Program

Mental Health Support

Professional Development Budget

Conference Attendance Budget

Tuition Reimbursement

Professional Certification Support

Training Programs

Pet Insurance

Adoption Assistance

Family Planning Benefits

Fertility Treatment Support

Parental Leave

Relocation Assistance

Employee Discounts

Meal Benefits

Gym Membership

Growth & Insights and Company News

Headcount

6 month growth

↑ 0%

1 year growth

↓ -6%

2 year growth

↓ -6%
PR Newswire
Sep 17th, 2026
Inductive's Beacon-2 predicts human drug dose from chemical structure, improving design 17x in trials

Inductive has launched Beacon-2, a system that predicts the efficacious human dose of a small molecule directly from its chemical structure. The tool enables chemists to estimate which compounds will have the best human dose before laboratory synthesis. Beacon-2 predicts absorption, distribution, metabolism, excretion, and toxicity properties, then combines them through mechanistic pharmacokinetic models. Its underlying ADMET models have won three consecutive OpenADMET blind challenges, beating more than 750 competitors from leading AI and pharmaceutical companies. In testing, Inductive's medicinal chemistry agent used Beacon-2 to improve predicted human dose by 17 times over five autonomous design cycles on a SARS-CoV-2 compound. The system is available to partners through Compass and is already running on live drug discovery programmes. Inductive's models support over 100 discovery programmes with leading biopharma partners.

Vialynx Inc
Sep 17th, 2026
Inductive launches Beacon-2, making human dose computable for chemists and AI agents across biopharma.

Inductive launches Beacon-2, making human dose computable for chemists and AI agents across biopharma. Business · SEP 17, 2026 PR Newswire Chemists can now estimate which compounds will have the best human dose before making them in the lab NEW YORK, Sept. 17, 2026 /PRNewswire/ - Inductive l... Chemists can now estimate which compounds will have the best human dose before making them in the lab NEW YORK, Sept. 17, 2026 /PRNewswire/ - Inductive launched Beacon-2 today, a system that predicts the efficacious human dose of a small molecule directly from its chemical structure. Dose is the number that decides whether a compound can become a drug. It accounts for both how potent a molecule is and what the body does to it. A drug that works at a lower dose also carries less risk of off-target toxicity. Beacon-2 predicts the properties that determine dose (absorption, distribution, metabolism, excretion, and toxicity) and estimates potency, then combines them through mechanistic models of pharmacokinetics. The ADMET models underneath it have won three consecutive OpenADMET blind challenges, beating more than 750 competitors from leading AI and pharma companies. A technical post published today covers how Beacon-2 works and how its projections across 20 real-world drug programs and 325 publicly available compounds from the ExpansionRx OpenADMET competition. To test how Beacon-2 impacts agentic design workflows, Inductive gave its medicinal chemistry agent Indy a recently disclosed SARS-CoV-2 compound for optimization. Over 5 autonomous design cycles, Indy improved predicted human dose by 17x, which can be the difference between a drug program that gets killed and one that makes it to clinical trials. "Chemists have always had to balance a dozen separate properties against each other to decide whether a compound is worth making," said Josh Haimson, co-founder and CEO of Inductive. "Dose is what those properties all add up to. Computing it from structure changes which compounds a team decides to make and helps them identify the highest quality compounds faster." Beacon-2 is available to partners through Compass, where it is already running on live drug discovery programs. About Inductive Inductive is a chemical intelligence organization that embeds into drug programs and deploys frontier AI across experiment design and physical execution. Their chemical intelligence models, lab robotics, and expert chemists reason together about which experiments are scientifically valuable and which can be executed in the physical world, improving with every experiment. Inductive's models have placed first in three consecutive blind AI drug discovery benchmarks and support over 100 discovery programs with leading biopharma partners. For more information, please visit www.inductive.bio SOURCE Inductive Bio, Inc. Published by News Desk · WeeklyReviewer The WeeklyReviewer news desk monitors breaking developments around the clock - sourcing, verifying, and publishing real-time industry news across business, technology, politics, science, sports, and world affairs. Every story that comes through the Live Wire is reviewed for accuracy before publication, keeping our readers ahead of the curve without the noise.

PR Newswire
Sep 14th, 2026
Inductive Bio launches Indy, AI chemistry assistant that doubles medicinal chemist productivity

Inductive Bio has launched Indy, an AI chemistry assistant designed to enhance medicinal chemists' productivity. The company claims Indy has doubled its team's efficiency in partner programmes. Indy performs tasks including quality-checking assay data, analysing structure-activity relationships, and designing molecule analogues. In a published comparison, Indy achieved 89% accuracy on 84 dose-response curves from real programmes, outperforming Claude Opus 5 (48%) and GPT-5.6 Sol (39%). The AI assistant handles routine tasks such as parsing contract research organisation reports, quality-controlling dose-response curves, running generative chemistry algorithms, and creating project update presentations. This allows scientists more time for high-impact work. "Indy surfaces patterns in the data that help us make better decisions," said Nicholas Perl, head of chemistry at Anvia Therapeutics. The tool is now available to Inductive Bio's partners.

Associated Press
Jun 30th, 2026
Inductive Bio integrates ADMET prediction models with Anthropic's Claude for drug discovery

Inductive Bio has joined Anthropic's life sciences ecosystem, launching a Model Context Protocol connector that integrates its ADMET prediction models directly into Claude. The integration allows drug discovery scientists to access state-of-the-art predictions for Absorption, Distribution, Metabolism, Excretion and Toxicity properties through natural language queries within Claude's interface. ADMET prediction addresses a major bottleneck in small molecule drug discovery. Inductive Bio's models placed first among over 370 entries from pharmaceutical and AI companies in the OpenADMET-ExpansionRx blind challenge. The connector enables scientists to explore chemical structures and reason about predictions whilst maintaining data protection—submitted structures are not retained or used for model training. Inductive Bio currently powers dozens of active discovery programmes with biopharma partners.

Inductive Bio
Dec 9th, 2025
Inductive Bio Announces an up to $21M Award to Develop AI Drug Toxicity Models

Team to develop and validate computational models trained on data from organoids and advanced human model systems that will improve drug safety and reduce reliance on animal testing

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