Insilico Medicine vs Owkin

Insilico Medicine — Application · Public · $4.3B mkt cap · 5 of 5 figures sourced  |  Owkin — Application · Private · $304.1M raised · 3 of 3 figures sourced

Relationship

inClinico and BiomarkerPlus do comparable work on drug discovery; similar scale (private); ships AI agent and data service rather than the same layer.

Assembled from the recorded fields for this pair, not hand-checked. The comparison below is read from each company’s own profile.

3 of 8 capabilitiesDifferent layer

3 of 8 capabilities — Shares data analysis, drug discovery and knowledge retrieval.

Ludbee capability tags · from the product records

Different layer — Owkin ships AI agent and data service, not the same layer.

Ludbee product records

Aligned comparison

FieldInsilico MedicineOwkin
Size$4.3B mkt cap$304.1M raised different basis
Employees333500 Owkin has 50% more
Founded20142016 2 yrs later
StatusPublicPrivate
CategoryApplicationApplication match
Stack layerApplication, Hardware, PlatformAI agent, Data service
HeadquartersHong KongParis, France

Capability overlap

Shared · 3

Data analysisDrug discoveryKnowledge retrieval

Not verified for Owkin · 5

Agent orchestrationEvaluation and observabilityModel trainingSummarizationText generation

Recorded for Insilico Medicine. Owkin’s product records say nothing either way — a missing record is not a missing capability.

Owkin has no capability Insilico Medicine lacks, among the 3 recorded here.

Products, side by side

Algorithmic pairing — assembled from recorded fields, not hand-checked

Insilico Medicine

No shared stack layer with the other side.

Owkin

No shared stack layer with the other side.

No counterpart

Insilico Medicine sells these in a stack layer with no product recorded for Owkin yet — nothing on the other side to compare them against.

Application

Science42: DORAApplication

AI research writing assistant that drafts structured, cited papers, reviews, grant proposals and abstracts against biomedical databases such as PubMed and bioRxiv.

inClinicoApplication

Multimodal AI platform that forecasts the probability of success of individual clinical trials and scores alternative trial designs before implementation.

Platform

Biology42: Generative BiologicsPlatform

AI platform for de novo design and multi-property optimization of peptides, nanobodies and antibodies against specified targets and epitopes.

Chemistry42Platform

Generative small-molecule design platform combining de novo generation with physics-based methods, retrosynthesis, ADMET profiling and custom model training.

MMAI GymPlatform

Foundation-model training and benchmarking platform that fine-tunes a customer's own LLM on Insilico's proprietary pharma reasoning datasets and validates results in its automation lab.

PandaOmicsPlatform

AI platform for therapeutic target identification, biomarker discovery, indication prioritization and drug repurposing over a multi-omics knowledge base.

Pharma.AIPlatform

End-to-end generative-AI platform spanning target discovery, molecular design and clinical-trial risk assessment for pharmaceutical research.

Hardware

PandaOmics BoxHardware

On-premise AI appliance running PandaOmics target and biomarker discovery locally with no external data transmission, sold in Server and Desktop editions.

Owkin sells these in a stack layer with no product recorded for Insilico Medicine yet — nothing on the other side to compare them against.

AI agent

K ProAI agent

Research agent that answers biomedical questions across Owkin's clinical and molecular datasets.

Data service

BiomarkerPlusData service

Multimodal AI-derived spatial biomarkers, developed with pharmaceutical partners to inform drug discovery and patient stratification.