Alphabet (Google) vs Insilico Medicine

Alphabet (Google) — Foundation Models · Public · $4.2T mkt cap · 4 of 4 figures sourced  |  Insilico Medicine — Application · Public · $4.3B mkt cap · 5 of 5 figures sourced

Relationship

MMAI Gym and Gemini Enterprise Agent Platform (formerly Vertex AI) do comparable work on model training; both also serve buyers who need to train or fine-tune a model; larger scale (public).

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

7 of 8 capabilitiesShared product typeLarger scale

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

Ludbee capability tags · from the product records

Shared product type — Both ship application, hardware and platform.

Ludbee product records

Larger scale — Alphabet (Google): $4.2T market cap, against Insilico Medicine's $4.3B market cap.

Ludbee scale figures · valuation, market cap or revenue estimate

Aligned comparison

FieldAlphabet (Google)Insilico Medicine
Market cap$4.2T$4.3B Insilico Medicine has 961× smaller
Employees190,820333 Insilico Medicine has 573× fewer
Founded19982014 16 yrs later
StatusPublicPublic match
CategoryFoundation ModelsApplication
Stack layerAI agent, API service, Agent platform, Application, Developer tool, Hardware, Model API, PlatformApplication, Hardware, Platform
HeadquartersMountain View, USAHong Kong

Capability overlap

Shared · 7

Agent orchestrationData analysisEvaluation and observabilityModel trainingKnowledge retrievalSummarizationText generation

Not verified for Insilico Medicine · 23

Accelerator siliconAgentic codingAI compute hardwareAvatar videoCode generationCode reviewCode searchCustomer supportDocument extractionGPU cloudImage generationModel inferenceMusic generationPresentation generationSpeech to textText to speechTranslationVideo analyticsVideo editingVideo generationVoice agentSearch answersWorkflow automation

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

Not verified for Alphabet (Google) · 1

Drug discovery

Recorded for Insilico Medicine. Alphabet (Google)’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

Alphabet (Google)

Application

AI Mode in Google SearchApplication

A named tab in Google Search — "our most powerful AI search, with more advanced reasoning and multimodality" — that answers a query conversationally over web sources rather than with a link list.

DreambeansApplication

Standalone mobile app (iOS/Android) delivering personalized, AI-illustrated daily stories synthesized from a user's connected Google services (Gemini, Gmail, Calendar, Photos, YouTube, Search).

GeminiApplication

Google's assistant for chat, research, image generation and work across Google apps.

Gemini NotebookApplication

A source-grounded research tool that summarizes, answers questions from and generates audio overviews of documents a user uploads.

Google FlowApplication

AI filmmaking application for creating cinematic clips and scenes, built on Veo (video), Imagen (image) and Gemini (prompting) — the application layer above the Veo model already recorded in models.json.

Google Flow MusicApplication

Agentic music co-producer, formerly ProducerAI and graduated from Google Labs, that chats with you about ideas, generates and edits songs, learns your style, and offers free unlimited downloads.

Google VidsApplication

An AI-assisted video creation and editing application bundled with Google Workspace that generates video from text prompts, slides or screen recordings.

Literature InsightsApplication

A Google Labs science tool (built with Gemini Notebook) that runs a comprehensive literature search, structures results in a data table and produces reports, slide decks and infographics.

MixboardApplication

AI-powered concepting board for exploring, expanding and refining visual/creative ideas.

Play with PuttyApplication

Google Labs experiment; explicitly waitlisted at evaluation time.

Platform

BigQuery MLPlatform

Lets analysts create, train and run machine-learning and generative-AI models inside BigQuery with GoogleSQL — from trained regression and forecasting models to remote calls on Gemini and Cloud AI APIs — without moving the data out.

Gemini Enterprise Agent Platform (formerly Vertex AI)Platform

Google Cloud's platform for training, tuning, serving and evaluating models and agents.

Gemini Enterprise for Customer ExperiencePlatform

Google Cloud's customer-experience suite — Customer Experience Agent Studio, Agent Assist, Customer Experience Insights and Contact Center as a Service — for building AI agents and assisting human agents across contact-centre channels.

Hardware

Google Cloud TPUHardware

Google's custom AI accelerator chips, rented by the chip-hour on Google Cloud for training and serving machine learning models.

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.

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.

No counterpart

Alphabet (Google) 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

Agent SearchAPI service

Enterprise search and retrieval service on the Gemini Enterprise Agent Platform (formerly Vertex AI Search) that indexes an organisation's websites, documents and structured data and serves search, answers and recommendations to applications and agents.

Cloud Speech-to-TextAPI service

A managed Google Cloud API that transcribes audio to text, supporting streaming and batch recognition across 85+ languages.

Cloud Text-to-SpeechAPI service

A managed Google Cloud API that synthesizes natural-sounding speech from text across 380+ voices and 75+ languages.

Cloud TranslationAPI service

A managed Google Cloud API that translates text and documents across more than 100 language pairs using neural machine translation, custom models or a translation-specialized LLM.

Cloud Vision APIAPI service

A managed Google Cloud API for image and document analysis, including object, face and landmark detection, OCR text extraction, and explicit-content tagging.

Document AIAPI service

A pay-per-page API for extracting, classifying and summarizing structured data and text from documents such as invoices, forms and IDs.

Google Cloud Natural Language APIAPI service

ML-based text understanding: sentiment analysis, entity recognition, syntax analysis and content classification.

Google Cloud Video Intelligence APIAPI service

Video AI service that analyzes video content for object/label/shot detection and other video-intelligence tasks.

AI agent

Computational DiscoveryAI agent

An agentic research engine (built with AlphaEvolve and ERA) that generates and scores code variations against the user's optimisation metrics to discover models and algorithms.

Hypothesis GenerationAI agent

A multi-agent research tool (built with Co-Scientist) that simulates the scientific method to identify knowledge gaps and propose testable research plans.

JulesAI agent

An autonomous coding agent that clones a GitHub repository, plans and writes code changes in a cloud VM and opens a pull request for review.

Agent platform

Customer Experience Agent StudioAgent platform

Studio inside Gemini Enterprise for Customer Experience for building, testing and deploying customer-facing AI agents across voice and chat channels.

Gemini EnterpriseAgent platform

A seat-licensed enterprise application for discovering, building and running AI agents across an organization's business tools, formerly branded Agentspace.

Developer tool

Colab EnterpriseDeveloper tool

Enterprise-grade notebook environment (IAM-managed access, Google Cloud security/network, official support) explicitly distinguished on its own page from the free Colaboratory product.

Gemini Code AssistDeveloper tool

An AI coding assistant integrated into IDEs, GitHub pull requests and a CLI, sold in free, Standard and Enterprise tiers.

Google AI StudioDeveloper tool

A free web tool for prototyping prompts and testing Gemini models before moving to the Gemini API for production use.

Google AntigravityDeveloper tool

Agentic software-development platform managing autonomous coding agents across an IDE, a graphical command center and a terminal-first CLI surface.

Vertex AI WorkbenchDeveloper tool

Managed JupyterLab notebook instances on Google Cloud, prepackaged with deep-learning frameworks and integrated with BigQuery, Cloud Storage and scheduling, for developing and training models end to end.

Model API

Gemini APIModel API

A developer API, distinct from the consumer Gemini app, for integrating Gemini and Gemma models into applications and billed per token.