Databricks vs Insilico Medicine

Databricks — Infrastructure · Private · $190B valuation · 5 of 5 figures sourced  |  Insilico Medicine — Application · Public · $4.3B mkt cap · 5 of 5 figures sourced

Relationship

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

Aligned comparison

FieldDatabricksInsilico Medicine
Size$190B valuation$4.3B mkt cap different basis
Employees10,000333 Insilico Medicine has 30× fewer
Founded20132014 1 yrs later
StatusPrivatePublic
CategoryInfrastructureApplication
Stack layerAgent platform, Application, Data service, Developer tool, Infrastructure service, Model API, PlatformApplication, Hardware, Platform
HeadquartersSan Francisco, USAHong Kong

Capability overlap

Shared · 5

Agent orchestrationData analysisEvaluation and observabilityModel trainingKnowledge retrieval

Not verified for Insilico Medicine · 7

Document extractionGuardrails and safetyModel hostingModel inferencePresentation generationVector searchWorkflow automation

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

Not verified for Databricks · 3

Drug discoverySummarizationText generation

Recorded for Insilico Medicine. Databricks’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

Databricks

Application

AI/BIApplication

AI-native business-intelligence product comprising AI/BI Dashboards (AI-assisted dashboard/visualization creation) and Genie Spaces (conversational natural-language exploration of data), built into the Databricks Data + AI Platform with Unity Catalog governance and no per-seat licensing.

Genie OneApplication

AI coworker (the evolution of the earlier Databricks Assistant/Genie) that lets business users ask questions, take action and drive outcomes over enterprise data via natural language, integrating with Slack, Teams, Jira, Google Drive and Salesforce, with mobile apps.

Platform

Databricks AIPlatform

Databricks' tooling for building, fine-tuning, serving and evaluating models and agents on lakehouse data.

Databricks Data + AI PlatformPlatform

Lakehouse platform for storing, governing, querying and sharing enterprise data.

Insilico Medicine

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.

No counterpart

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

Agent platform

Agent BricksAgent platform

A control plane for building, evaluating, governing and monitoring AI agents across proprietary and open-source models, with native MCP support.

Developer tool

Databricks Model TrainingDeveloper tool

A managed service for fine-tuning open-source LLMs or training custom models on enterprise data using dedicated GPU infrastructure.

Infrastructure service

Unity GatewayInfrastructure service

Enterprise AI gateway providing centralized cost tracking/budgets, model access (Claude, GPT, Gemini, Grok and others), security/governance (access policies, PII/PHI filtering, audit trails), smart routing and observability across an organization's AI systems.

Data service

Databricks AI SearchData service

A managed hybrid semantic, keyword and vector search service (formerly Mosaic AI Vector Search) with automatic data sync and Unity Catalog governance.

Model API

Databricks Model ServingModel API

A managed endpoint service for deploying and governing classical ML models, generative models and agents from one interface.

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

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.