Dataiku vs Insilico Medicine

Dataiku — Application · Private · $3.7B valuation · 4 of 4 figures sourced  |  Insilico Medicine — Application · Public · $4.3B mkt cap · 5 of 5 figures sourced

Relationship

Dataiku and MMAI Gym do comparable work on model training; both also serve buyers who need to train or fine-tune a model; similar scale (public).

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

4 of 8 capabilitiesShared product type

4 of 8 capabilities — Shares agent orchestration, data analysis, evaluation and observability and 1 more.

Ludbee capability tags · from the product records

Shared product type — Both ship platform.

Ludbee product records

Aligned comparison

FieldDataikuInsilico Medicine
Size$3.7B valuation$4.3B mkt cap different basis
Employees1,250333 Insilico Medicine has 3.8× fewer
Founded20132014 1 yrs later
StatusPrivatePublic
CategoryApplicationApplication match
Stack layerAI agent, Agent platform, Infrastructure service, PlatformApplication, Hardware, Platform
HeadquartersNew York, USAHong Kong

Capability overlap

Shared · 4

Agent orchestrationData analysisEvaluation and observabilityModel training

Not verified for Insilico Medicine · 4

Data securityGuardrails and safetyModel inferenceWorkflow automation

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

Not verified for Dataiku · 4

Drug discoveryKnowledge retrievalSummarizationText generation

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

Products, side by side

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

Dataiku

Platform

DataikuPlatform

Platform for building, deploying and governing data, machine-learning and agent workflows across an organisation.

Insilico Medicine

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.

No counterpart

Dataiku 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

Dataiku CobuildAI agent

AI building agent that turns a business objective written in plain language into a governed Dataiku project of data pipelines, models, agents and applications rendered as an editable visual workflow.

Agent platform

Dataiku Agent HubAgent platform

Centralised control plane inside the Dataiku platform for creating, orchestrating, deploying and tracking AI agents across teams.

Dataiku E2AAgent platform

Expert-to-Agent engine that converts subject-matter-expert know-how into governed AI agents grounded in enterprise data with structured reasoning and human oversight.

Infrastructure service

Dataiku Agent ManagementInfrastructure service

Cross-platform governance product that discovers every AI agent an enterprise is running -- on Microsoft Copilot Studio, Azure Foundry, Salesforce Agentforce, AWS Bedrock, Google Vertex, Databricks, Snowflake Cortex, n8n or Dataiku itself -- measures each agent's business and technical performance, and flags the ones that pose the greatest risk. Announced 2026-09-24; distinct from Dataiku Agent Hub, which creates and operationalizes agents rather than discovering and governing agents built anywhere.

Dataiku LLM Guard ServicesInfrastructure service

Control layer over the Dataiku LLM Mesh that caps LLM spend, screens prompts and outputs for sensitive or malicious content, and scores model output quality.

Dataiku LLM MeshInfrastructure service

Centralised gateway that routes, meters and governs an organisation's connections to multiple LLM providers from inside the Dataiku platform.

Insilico Medicine sells these in a stack layer with no product recorded for Dataiku 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.

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.