Insilico Medicine vs Zapier

Insilico Medicine — Application · Public · $4.3B mkt cap · 5 of 5 figures sourced  |  Zapier — Infrastructure · Private · $5B valuation · 3 of 3 figures sourced

Relationship

Science42: DORA and Zapier Chatbots both serve buyers who need to draft and edit written content; similar scale (private).

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, knowledge retrieval, summarization and 1 more.

Ludbee capability tags · from the product records

Shared product type — Both ship application and platform.

Ludbee product records

Aligned comparison

FieldInsilico MedicineZapier
Size$4.3B mkt cap$5B valuation different basis
Employees333730 Zapier has 2.2× more
Founded20142011 3 yrs earlier
StatusPublicPrivate
CategoryApplicationInfrastructure
Stack layerApplication, Hardware, PlatformAPI service, Agent platform, Application, Developer tool, Platform
HeadquartersHong KongSan Francisco, USA

Capability overlap

Shared · 4

Agent orchestrationKnowledge retrievalSummarizationText generation

Not verified for Zapier · 4

Data analysisDrug discoveryEvaluation and observabilityModel training

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

Not verified for Insilico Medicine · 6

Code generationCustomer supportData securityDocument extractionGuardrails and safetyWorkflow automation

Recorded for Zapier. Insilico Medicine’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

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.

Zapier

Application

Zapier CanvasApplication

Zapier Canvas is an AI-powered diagramming tool for mapping business processes and turning the diagram into working automation. Zapier says it uses AI to generate workflows, suggest next steps, and surface insights that help optimise automations and prevent breakages.

Zapier ChatbotsApplication

Zapier Chatbots is a no-code builder for custom-branded AI chatbots that can be embedded in a website to handle customer interactions. Zapier positions it as a way to scale support and generate leads, with the chatbot able to trigger Zapier workflows off the conversation.

Zapier CopilotApplication

An assistant that works across every Zapier product: asked in plain language to add a field to a table or a step to a Zap, it walks the user through the change or makes it for them.

Platform

Zap workflowsPlatform

The workflow layer Zapier's AI products run on: multi-step Zaps that connect over 9,000 apps and can call AI steps, agents and MCP tools inside a run, built without a developer.

No counterpart

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

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

API service

Zapier MCPAPI service

Zapier MCP is Zapier's implementation of the Model Context Protocol, giving AI clients such as Claude, ChatGPT and Cursor the ability to take real actions in the user's connected apps. Zapier states it exposes 9,000+ apps and 40,000+ actions while handling app connections, credentials and rate limits on the caller's behalf.

Agent platform

Zapier AgentsAgent platform

AI agents that act across the applications Zapier already connects, built and debugged from a prompt with Zapier Copilot.

Developer tool

AI Guardrails by ZapierDeveloper tool

AI Guardrails by Zapier adds inline AI safety and compliance checks to Zapier workflows. Added as a step to any Zap, Agent or Zapier MCP workflow, it scans content for personally identifiable information, toxic language, prompt injection attempts and negative sentiment, then routes, blocks or escalates based on what it finds.

AI by ZapierDeveloper tool

AI by Zapier is Zapier's built-in tool for adding AI steps to a workflow, powered by the user's choice of model from OpenAI, Anthropic and Google. Users write text prompts to perform tasks such as extracting lead data from unstructured text or answering routing questions inside a Zap.

Zapier SDKDeveloper tool

Zapier SDK gives coding agents and developers authenticated, governed programmatic access to Zapier's app catalogue from code, on behalf of their users. Zapier handles OAuth flows, token management and retries; the SDK ships with a CLI for exploring apps and running actions from the terminal.