Inductive

Inductive Bio is a New York-based AI drug discovery company building a virtual lab for small molecule optimization. It pairs medicinal chemists with AI to run millions of in silico ADMET experiments before synthesis. Its Beacon-1 models — trained on a pre-competitive, anonymized data consortium spanning thousands of drug programs — won consecutive first-place finishes in the 2025 Polaris/ASAP and 2026 OpenADMET blind ADMET prediction competitions, beating 370+ submissions including entries from Merck and NVIDIA. Products include the Compass software platform (accessible via API), the Indy AI chemistry assistant, the ADME-One high-throughput profiling service, and Embedded Experts. Founded in 2023 by Josh Haimson and Ben Birnbaum (both formerly Flatiron Health); SOC 2 compliant; backed by Obvious Ventures, a16z Bio+Health, Lux Capital, Bessemer Venture Partners, Character, and S32.

Inductive is profiled on the APIs.io network. Tagged areas include Company, Artificial Intelligence, Machine-Learning, Drug Discovery, and Biotechnology.

Inductive’s developer surface includes engineering blog and 7 more developer resources.

🌐 Visit website 📡 Source on GitHub

11.8/100 emerging ▬ flat Agent 0/100 human only Full breakdown ↓
scored 2026-08-20 · rubric v0.12.0

0 APIs

Company Artificial Intelligence Machine-Learning Drug Discovery Biotechnology Pharmaceuticals Life Sciences Chemistry ADMET

Kin Score

Kin Score How this is scored →
scored 2026-08-20 · rubric v0.12.0

Composite quality — 11.8/100 · emerging

Contract Quality 0.0 / 21

Developer Ergonomics 0.4 / 17

Access Clarity 2.5 / 17

Operational Transparency 0.3 / 11

Contract Governance 1.9 / 10

Discoverability 4.9 / 9

Regulatory Posture 3.0 / 15

Agent readiness — 0/100 · human only

Machine-Readable Contract 0 / 18

Agentic Access Contract 0 / 10

Documented Reversibility 0 / 6

MCP Server 0 / 12

Machine-Readable Auth 0 / 10

Idempotency 0 / 9

Stable Error Semantics 0 / 8

Request/Response Examples 0 / 7

Rate-Limit Signaling 0 / 7

Typed Event Surface 0 / 6

Agent Skills 0 / 5

Well-Known Catalog 0 / 4

Consent & Bot Identity 0 / 3

A2A Agent Card 0 / 8

Dry-Run / Simulate Mode 0 / 4

Regulatory Posture applies to this provider. Its tags matched the Health regime, so Regulatory Posture carries 15 points of the composite. If this regime is wrong for your business, say so on your provider repo — the applicability map is public and we will correct it.

The six quality facets above are damped to 85 points between them, because the conditional facet above carries the other 15. That is why each facet's contribution is shown against a damped maximum: raising a quality facet moves the composite by 85% of its nominal weight, not 100%. The full arithmetic is at apis.io/rating/.

Improve this rating by publishing the missing artifacts — every area above can be raised, and the full rubric is at apis.io/rating/. This rating is computed from github.com/api-evangelist/inductive: open an issue to ask a question, or submit a pull request to add artifacts. Want it done for you? Prioritized profiling — $2,500 →

Get Started 1

Portal, sign-up, and the first successful call

Login

Agent Surfaces 1

MCP servers, agent skills, and machine-readable catalogs

LLMsTxt

LLMsTxt

Design & Contract 1

Pagination, idempotency, versioning, errors, and events

Conformance

Conformance

Build 1

SDKs, sample code, and the tooling you integrate with

GitHubOrganization

GitHubOrganization

Access & Security 2

Authentication, authorization, and security posture

DomainSecurity

DomainSecurity

Compliance

Compliance

Company 2

The organization behind the API

Website

Website

Blog

Blog

Source (apis.yml)

aid: inductive
name: Inductive
description: Inductive Bio is a New York-based AI drug discovery company building a virtual lab for small molecule optimization.
  It pairs medicinal chemists with AI to run millions of in silico ADMET experiments before synthesis. Its Beacon-1 models
  — trained on a pre-competitive, anonymized data consortium spanning thousands of drug programs — won consecutive first-place
  finishes in the 2025 Polaris/ASAP and 2026 OpenADMET blind ADMET prediction competitions, beating 370+ submissions including
  entries from Merck and NVIDIA. Products include the Compass software platform (accessible via API), the Indy AI chemistry
  assistant, the ADME-One high-throughput profiling service, and Embedded Experts. Founded in 2023 by Josh Haimson and Ben
  Birnbaum (both formerly Flatiron Health); SOC 2 compliant; backed by Obvious Ventures, a16z Bio+Health, Lux Capital, Bessemer
  Venture Partners, Character, and S32.
accessModel:
  pricing: unknown
  onboarding: unknown
  trial: false
  try_now: false
  public: false
  label: Unknown
  confidence: low
  source: []
  generated: '2026-07-22'
  method: derived
image: https://cdn.prod.website-files.com/67fd80408c022fd8f406c6f7/6803dafa8e9822bfe4e9a943_OpenGraph.jpg
url: https://raw.githubusercontent.com/api-evangelist/inductive/refs/heads/main/apis.yml
x-type: company
x-source: vc-portfolio
x-backed-by:
- obvious-ventures
x-tier: stub
x-tier-reason: portfolio-lead
specificationVersion: '0.23'
created: '2026-07-17'
modified: '2026-07-19'
tags:
- Company
- Artificial Intelligence
- Machine-Learning
- Drug Discovery
- Biotechnology
- Pharmaceuticals
- Life Sciences
- Chemistry
- ADMET
tags_raw:
- Company
- Artificial Intelligence
- Machine Learning
- Drug Discovery
- Biotechnology
- Pharmaceuticals
- Life Sciences
- Chemistry
- ADMET
apis: []
maintainers:
- FN: Kin Lane
  email: kin@apievangelist.com
- FN: APIs.json
  email: info@apis.io
common:
- type: DomainSecurity
  url: security/inductive-domain-security.yml
- type: Website
  url: https://inductive.bio
- type: LLMsTxt
  url: llms/inductive-llms.txt
- type: Conformance
  url: conformance/inductive-conformance.yml
- type: Compliance
  name: SOC 2
  url: https://www.inductive.bio/consortium
- type: GitHubOrganization
  url: https://github.com/inductive-bio
- type: Blog
  url: https://www.inductive.bio/blog
- type: Login
  url: https://app.inductive.bio/login
x-enrichment:
  date: '2026-07-19'
  status: backfilled
  pass: local-v1
  note: backfilled from .gitignore signal + verified work evidence