Box vs Insilico Medicine

Box — Application · Public · $4.8B mkt cap · 4 of 4 figures sourced  |  Insilico Medicine — Application · Public · $4.3B mkt cap · 5 of 5 figures sourced

Relationship

Box AI Studio and Science42: DORA both serve buyers who need to draft and edit written content; same layer and the same scale band (small-cap).

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

4 of 6 capabilitiesShared product typeSame scale band

4 of 6 capabilities — Shares agent orchestration, knowledge retrieval, summarization and 1 more.

Ludbee capability tags · from the product records

Shared product type — Both ship application and platform.

Ludbee product records

Same scale band — Both small-cap.

Ludbee scale bands · from valuation and funding figures

Aligned comparison

FieldBoxInsilico Medicine
Market cap$4.8B$4.3B Insilico Medicine has 9.6% less
Employees2,912333 Insilico Medicine has 8.7× fewer
Founded20052014 9 yrs later
StatusPublicPublic match
CategoryApplicationApplication match
Stack layerAI agent, Agent platform, Application, Developer tool, PlatformApplication, Hardware, Platform
HeadquartersRedwood City, USAHong Kong

Capability overlap

Shared · 4

Agent orchestrationKnowledge retrievalSummarizationText generation

Not verified for Insilico Medicine · 2

Document extractionWorkflow automation

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

Not verified for Box · 4

Data analysisDrug discoveryEvaluation and observabilityModel training

Recorded for Insilico Medicine. Box’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

Box

Application

Box AutomateApplication

No-code agentic workflow-automation platform that orchestrates intelligent content workflows -- contract approvals, claims processing, document routing -- combining AI agents, data extraction and document processing end to end.

Box ExtractApplication

Agentic data extraction service that pulls structured fields from documents, spreadsheets, images and video in Box using OCR and reasoning models, and writes the results back as Box metadata or returns them via API.

Platform

Box AIPlatform

Generative AI layer across Box's content platform that answers questions over stored documents, summarizes files and folders, and extracts structured data from contracts and forms; agentic, multi-step work is Box AI Agents, recorded separately.

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

Box 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

Box AI AgentsAI agent

Agents built on the Box platform that combine frontier models from OpenAI, Anthropic and Google with an organization's own content, automating multi-step tasks such as threat analysis and contract review while respecting Box's enterprise permissions.

Agent platform

Box AI StudioAgent platform

No-code environment where Box administrators create, configure, test and deploy custom AI agents scoped to selected documents and models, and control which users can access each agent.

Developer tool

Box MCP serverDeveloper tool

Model Context Protocol server that lets external AI agents search, read and extract metadata from content in Box while enforcing the calling user's existing Box permissions, available as a Box-hosted remote server and as a self-hosted Python project.

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