CoCalc
CoCalc (SageMath, Inc.) is an AI-native technical workspace offering Jupyter notebooks, LaTeX, Linux terminals, and an OpenAI-powered Codex agent within shared projects for research teams, engineering organizations, and technical course instructors.
- Company typePrivate
- Founded2014
- HeadquartersSeattle, United States
- Headcount1–10
- GTM typeB2B and B2C
- OfferingSoftware
What CoCalc does
CoCalc, operated by SageMath, Inc., is an AI-native technical workspace platform that provides a unified, project-based environment for computational work. The platform combines Jupyter notebooks, LaTeX editing, Linux terminals, whiteboards, and course management features within shared projects where collaborators can review work, track history via TimeTravel, take snapshots, and recover previous states. A core differentiator is the Codex AI agent, which operates on CoCalc's compute with project context nearby and is powered by OpenAI, allowing users (or their teams) to review AI-assisted changes before accepting them.
The product is offered across a five-tier deployment model: CoCalc.ai (managed hosted SaaS), CoCalc Plus (free local runtime), CoCalc Star (single Ubuntu VM), CoCalc Launchpad (lightweight private deployment for pilots and labs), and CoCalc Rocket (enterprise private-cloud). The business model combines product-led growth through a free tier with enterprise sales for private and regulated deployments. Pricing is not publicly disclosed; subscription and quote-based annual billing apply depending on tier. The company serves research and engineering teams (primary), IT and platform teams requiring customer-operated environments, and educators running technical courses and workshops.
CoCalc is a privately held, small operation (1-10 employees) headquartered in Seattle, WA, founded in 2014, with no external funding rounds or M&A disclosed. Its sole named executive is CEO William Stein, who is also the founder of SageMath. The platform is actively operating and is positioned in the niche overlap of scientific computing, reproducible research, and AI-assisted coding workflows.
CoCalc firmographics
Firmographics- Name
- CoCalc
- Legal name
- SageMath, Inc.
- Website
- https://cocalc.com
- Company type
- Private
- Founded year
- 2014
- Operating status
- Operating
- Headcount range
- 1–10 employees
- Short description
- CoCalc (SageMath, Inc.) is an AI-native technical workspace offering Jupyter notebooks, LaTeX, Linux terminals, and an OpenAI-powered Codex agent within shared projects for research teams, engineering organizations, and technical course instructors.
- Ownership category
- akta.pro rank
CoCalc industry classification
Industry- Product category
- Cloud Computing Platform
- SIC
- Services-Prepackaged Software (7372)
- akta.pro primary industry
- iBPMS (Intelligent BPM Suites) & Process Automation Suites (HDAEAHAG)
- akta.pro secondary industry
- Business Messaging & Team Collaboration (HDAIAHAE)
Keywords
Where CoCalc is headquartered
LocationHeadquarters
- HQ city
- Seattle
- HQ country
- United States
- HQ region
- North America
Markets served
CoCalc business model
Business model- GTM type
- B2B and B2C
- Offering type
- Software
- Cost components
- Technology or R&D, Personnel, Infrastructure, Operations, Marketing or Sales
Revenue model
- Hosted SaaS Subscription: Managed hosted workspace on CoCalc.ai for individuals and teams, likely with tiered subscription plans based on usage, storage, or team size.
- Product Licensing (CoCalc Plus): Free local runtime for self-directed technical work and evaluation. Free tier serves as product-led growth entry point.
- Enterprise Private Deployment: CoCalc Star (single VM), Launchpad (private deployment), and Rocket (enterprise private-cloud) with licensing and support contracts for organizations requiring customer-operated environments.
Pricing tiers
| Model | Billing | Price |
|---|---|---|
| Freemium | Monthly | Free tier for local evaluation |
| Subscription | Monthly | Hosted managed workspace |
| Subscription | Annual | Enterprise and private deployment pricing |
Go-to-market motion2 records
Distribution channels3 records
Marketing channels2 records
CoCalc product offering
Product offeringCore offering
CoCalc is an AI-native technical workspace platform that provides shared project-based environments for collaborative computational work. It combines Jupyter notebooks, LaTeX editing, Linux terminals, an integrated Codex AI Agent, teaching workflows, and live collaboration within a single project context featuring TimeTravel history, snapshots, and backups. The platform is delivered via multiple deployment paths including hosted SaaS, free local runtime, single VM, private deployment, and enterprise private cloud.
Product overview
CoCalc is an AI-native technical workspace platform that provides a unified environment for research teams, technical courses, and engineering teams to collaborate on computational work. The platform offers multiple operating models: CoCalc.ai (hosted), CoCalc Plus (local), CoCalc Star (single VM), CoCalc Launchpad (private deployment), and CoCalc Rocket (enterprise private-cloud). Core workflow features include Jupyter Notebooks, LaTeX Editor, Linux Terminal, Codex Agent Chat (AI assistant powered by OpenAI), Teaching tools, and Whiteboard — all integrated within shared project contexts where collaborators can review work, track history, and recover previous states.
Differentiator
Problem solved
Functional benefit
Brands
- Codex: AI agent assistant that helps with files, notebooks, terminals, and documents within CoCalc projects.
Companies that use CoCalc
Customer profileSegments3 records
Ideal customer profiles3 records
CoCalc technology and API
TechnologyTechnology focussed Yes
API detail
- Has API
- No
- API docs
- API detail
Core technology
AI maturity
App detail
AI capability3 records
Feature5 records
CoCalc partnerships and signals
Strategic signalPartnerships
One partnership is on record.
- OpenAIcoreOpenAI powers the Codex Agent feature within CoCalc. Users can connect their own OpenAI API key or subscription to use Codex for AI-assisted work on files, notebooks, terminals, and documents. The integration allows Codex to run on CoCalc's compute with project context nearby.
Recent moves5 records
Expansion highlights5 records
CoCalc competitors and assessment
Company assessmentDirect peers
- Deepnote: Cloud-based collaborative Jupyter notebook platform targeted at data teams, with AI assistance, real-time co-editing, and team workspace features — directly comparable to CoCalc's positioning for research and engineering collaboration.
- JetBrains Datalore: JetBrains' hosted Jupyter notebook environment with collaboration, AI assistance, and team workspace features — directly comparable to CoCalc's hosted notebook + collaboration offering.
- Google Colab: Google's free hosted Jupyter notebook service with collaboration and AI (Gemini) features — competes head-on with CoCalc.ai in the collaborative notebook category for individual and team users.
- Noteable: Collaborative notebook platform with built-in AI, data exploration, and team workflows — overlaps directly with CoCalc's project-centered, AI-assisted notebook value proposition.
- Hex: Collaborative notebook and data workspace for analytics and data science teams, combining notebooks, AI, and app-building in a shared workspace — close direct peer in collaborative AI-assisted technical workflows.
- Observable: Reactive collaborative notebook platform for data visualization and exploration, with team workspaces and AI features — comparable to CoCalc's live-collaboration notebooks and whiteboard workflows.
Broad incumbents
- Databricks: Enterprise data and AI platform that includes collaborative notebooks (Databricks Notebooks), ML workspaces, and AI assistants — broader incumbent competing with CoCalc Rocket for enterprise research/data-science workloads.
- Posit (RStudio): Vendor of RStudio/Positron and Posit Cloud for collaborative data science, publishing, and teaching — overlaps with CoCalc's reproducible environment and teaching workflows.
- Microsoft Azure Machine Learning / VS Code: Microsoft's cloud ML and developer workspace stack (Azure ML notebooks, VS Code) competes with CoCalc's hosted and enterprise private-cloud offerings for institutional research and engineering customers.
Emerging players
- JupyterHub / Jupyter: Open-source JupyterHub provides multi-user notebook server deployment that overlaps with CoCalc's enterprise deployment paths (Star/Launchpad/Rocket), and represents both a substitute and an integration partner.
Market position
Strengths5 records
Weaknesses5 records
Competitive moat4 records
Key risks6 records
Key highlights7 records
Customer concentration
CoCalc financial estimates
Financial estimateRevenue estimate
Valuation estimate
CoCalc leadership team
Management profileNumber of profiles
Profiles1 record
CoCalc funding detail
Funding detailFunding overview
Funding rounds
Investors
Funding detail is available on the Subscription and Enterprise plan.Contact sales →
CoCalc M&A and investment
M&A and investmentM&A
Investments
M&A and investment is available on the Subscription and Enterprise plan.Contact sales →
Frequently asked questions about CoCalc
What does CoCalc do?
CoCalc is an AI-native technical workspace platform that provides shared project-based environments for collaborative computational work. It combines Jupyter notebooks, LaTeX editing, Linux terminals, an integrated Codex AI Agent, teaching workflows, and live collaboration within a single project context featuring TimeTravel history, snapshots, and backups. The platform is delivered via multiple deployment paths including hosted SaaS, free local runtime, single VM, private deployment, and enterprise private cloud.
Is CoCalc a public or private company?
CoCalc is a private company. It is classified as founder individual operated bootstrapped and is currently operating.
When was CoCalc founded?
CoCalc was founded in 2014. It employs 1 to 10 people.
Where is CoCalc based?
CoCalc is headquartered in Seattle, United States, in the North America region.
How does CoCalc make money?
Three revenue lines are on record. Hosted SaaS Subscription is the primary driver. The others are product Licensing (CoCalc Plus) and enterprise Private Deployment.
Who are CoCalc's main competitors?
Direct peers on record are Deepnote, JetBrains Datalore, Google Colab, Noteable, Hex and Observable. Broad incumbents are Databricks, Posit (RStudio) and Microsoft Azure Machine Learning / VS Code. JupyterHub / Jupyter is listed as an emerging player.
Does CoCalc have an API?
No public API is recorded for CoCalc.
What industry is CoCalc in?
CoCalc's product category is Cloud Computing Platform. Its primary akta.pro industry code is HDAEAHAG, iBPMS (Intelligent BPM Suites) & Process Automation Suites, with a secondary code of HDAIAHAE, Business Messaging & Team Collaboration. Its SIC code is 7372.