Insilico Medicine vs OpenAI
Relationship
Science42: DORA and ChatGPT for Word do comparable work on summarization; both also serve buyers who need to draft and edit written content; larger scale (private).
Assembled from the recorded fields for this pair, not hand-checked. The comparison below is read from each company’s own profile.
5 of 8 capabilities — Shares agent orchestration, data analysis, evaluation and observability and 2 more.
Ludbee capability tags · from the product recordsShared product type — Both ship application.
Ludbee product recordsLarger scale — OpenAI: $852B valuation, against Insilico Medicine's $4.3B market cap.
Ludbee scale figures · valuation, market cap or revenue estimateAligned comparison
Capability overlap
Shared · 5
Not verified for OpenAI · 3
Recorded for Insilico Medicine. OpenAI’s product records say nothing either way — a missing record is not a missing capability.
Not verified for Insilico Medicine · 12
Recorded for OpenAI. 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
AI research writing assistant that drafts structured, cited papers, reviews, grant proposals and abstracts against biomedical databases such as PubMed and bioRxiv.
Multimodal AI platform that forecasts the probability of success of individual clinical trials and scores alternative trial designs before implementation.
OpenAI
Application
Assistant for chat, web search, file analysis and image generation, used in the browser and in desktop and mobile apps; developers can build custom in-chat apps for it via the Apps SDK, built on the Model Context Protocol.
OpenAI's agentic web browser. Deprecated on 9 August 2026, with its browser-based agentic capabilities moved into ChatGPT and Codex.
A version of ChatGPT that US government agencies deploy in their own Microsoft Azure commercial or Azure Government cloud, so the agency manages its own security, privacy and compliance.
ChatGPT in the Excel ribbon: builds and edits spreadsheets, formulas and formatting from plain-language requests, answers questions about what is in the workbook, and asks permission before changing it. OpenAI's own page bundles this with a separate ChatGPT for Google Sheets add-in; this record covers the Excel add-in only.
ChatGPT in the PowerPoint ribbon: creates new slides, rewrites and restructures an existing deck, and turns notes, documents or spreadsheets into presentation-ready content while keeping the output editable in PowerPoint.
ChatGPT in a Microsoft Word sidebar: drafts, revises and reorganizes the open document from notes or pasted source text, pulling in context from connected apps like Outlook, SharePoint, Google Workspace and Dropbox.
OpenAI's text-to-video product. The web and app experiences were discontinued on 26 April 2026; the API will be discontinued on 24 September 2026.
No counterpart
Insilico Medicine sells these in a stack layer with no product recorded for OpenAI yet — nothing on the other side to compare them against.
Platform
AI platform for de novo design and multi-property optimization of peptides, nanobodies and antibodies against specified targets and epitopes.
Generative small-molecule design platform combining de novo generation with physics-based methods, retrosynthesis, ADMET profiling and custom model training.
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.
AI platform for therapeutic target identification, biomarker discovery, indication prioritization and drug repurposing over a multi-omics knowledge base.
End-to-end generative-AI platform spanning target discovery, molecular design and clinical-trial risk assessment for pharmaceutical research.
Hardware
On-premise AI appliance running PandaOmics target and biomarker discovery locally with no external data transmission, sold in Server and Desktop editions.
OpenAI 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
Coding agent that reads, edits and runs a codebase from the terminal, an IDE extension and the ChatGPT web app.
Agent platform
OpenAI's cybersecurity offering, bringing together frontier cyber models, Codex Security and partner workflows to find, validate and fix vulnerabilities, with an access-gated Daybreak Red tier for authorised vulnerability research and red teaming.
Enterprise platform for connecting AI agents to systems of record and running them under enterprise identity, access and observability controls.
Model API
Hosted API for OpenAI's text, image, audio and embedding models, billed per token.