AI visibility report
AI visibility report for Daytona in Cloud Development Environments (CDEs).
Outside the top three on 22 of the 25 prompts buyers actually ask.
Coder is cited on 15 of those losses.
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Track Daytona across these prompts daily.
Start free trialStill absent from 100% of tracked prompt responses
Top-3 citations across 150 prompt × platform pairs
Peer Ranking
Key Metrics
Platform Breakdown
Google AI Mode
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ChatGPT
Perplexity
GrokHow to read this. Daytona appears in 0% of tracked prompt responses. Presence is absolute coverage; share of voice is relative citation share; sentiment measures tone only when the brand appears.
Where Daytona is losing
Prompts where competitors are visible and Daytona is not.
These prompt-level losses are the first prompts to track and repair.
Where Daytona is winning
No clear strengths identified yet.
Where Daytona is losing5
What cloud development environment tools do platform teams use to standardize developer environments across a 100-person engineering org?
Competitors on 3 platforms
Track this promptWhich cloud IDE platforms let a contributor open and run a project in a browser without installing anything locally?
Competitors on 3 platforms
Track this promptLooking for a cloud dev environment with persistent storage and dotfile sync so settings, terminal history, and plugins carry across workspace restarts — what are my options?
Competitors on 3 platforms
Track this promptWhat cloud dev environment tools support defining the full development setup in a config file so every developer gets an identical workspace automatically?
Competitors on 3 platforms
Track this promptWhat remote dev environment platforms support SSO and identity provider integration for enterprise teams needing centralized access control?
Competitors on 2 platforms
Track this prompt
Track Daytona daily before the next report refresh.
Track these gapsResearch dossierCapabilities, use cases, sources, reviews, pricing, and FAQ
Overview
Daytona Platforms, Inc. is a New York-based, fully remote infrastructure company founded in 2023 by veterans of Codeanywhere, one of the first cloud development platforms. Originally launched as an open-source development environment manager for enterprises, Daytona pivoted in early 2025 to become agent-native sandbox infrastructure for running AI-generated code. Its platform provisions isolated sandboxes in under 90 milliseconds, supporting Python, TypeScript, and JavaScript runtimes, with programmatic control via SDK, REST API, and CLI. Core capabilities include stateful environment snapshots, massive parallelization for concurrent agent workflows, native Docker/OCI compatibility, Git integration, Language Server Protocol support, Computer Use virtual desktops, and multi-region deployment. The platform is HIPAA, SOC 2, and GDPR compliant and open-source under the AGPL license. Customers include LangChain, SambaNova, Prosus, Turing, and Stanford's CS Department. Daytona has raised $31M in total funding.
Daytona is an agent-native sandbox infrastructure platform that provides secure, elastic, and stateful isolated runtime environments for executing AI-generated code and autonomous agent workflows. Built for LLMs, coding agents, and AI evaluations, it offers sub-90ms sandbox provisioning, programmatic SDK/API/CLI control, native Docker compatibility, environment snapshots, Computer Use virtual desktops across Linux/macOS/Windows, multi-region deployment, and enterprise-grade compliance (HIPAA, SOC 2, GDPR). Available as a managed cloud service, open-source self-hosted stack, or hybrid with customer-managed compute.
Key Facts
- Founded
- 2023
- HQ
- New York, NY, USA
- Founders
- Ivan Burazin, Vedran Jukić, Goran Draganić
- Funding
- $31M
- Status
- Private
Target users
Key Capabilities10
- Sub-90ms isolated sandbox creation from code to execution
- Stateful environment snapshots for persistent agent sessions
- Massive parallelization for concurrent AI agent workflows
- Programmatic control via SDK (Python, TypeScript, JavaScript), REST API, and CLI
- Native Docker/OCI compatibility with Docker-in-Docker support
- Built-in Language Server Protocol (LSP) for multi-language completion and analysis
- Computer Use sandboxes (Linux, macOS, Windows virtual desktops)
- Multi-region deployment with low-latency points-of-presence
- HIPAA, SOC 2, and GDPR compliance with single-tenant isolation
- Open-source codebase (AGPL) with self-host and customer-managed compute options
Key Use Cases8
- AI agent code execution in isolated, secure sandboxes
- AI evaluation and benchmarking across parallel reproducible environments
- Coding agent infrastructure (vibe coding platforms, autonomous agents)
- Code interpretation for LLM-powered applications
- Reinforcement learning training in stateful, long-running environments
- Data analysis and visualization by AI agents
- Computer use automation (browser and desktop automation)
- Replacing homegrown sandbox infrastructure for AI teams at scale
Daytona customer outcomes
200 hours/week saved on sandbox infrastructure maintenance; 6 months of engineering time saved
Replaced self-managed Docker sandbox infrastructure with Daytona, achieving sub-100ms sandbox provisioning and eliminating ongoing maintenance overhead, freeing the engineering team to focus on product development.
Up to 6 hours/week saved per team on custom sandbox infrastructure maintenance; 800+ AI models running on Daytona
Replaced a homegrown sandbox provisioning system powering global e-commerce AI features with Daytona, reducing weekly infrastructure maintenance effort and supporting over 800 AI models serving a global user base.
Recent Trend
How AI describes Daytona3
Daytona * Overview: Daytona is a secure, elastic infrastructure runtime and environment manager designed for isolated sandboxes and development workloads.
What remote dev environment platforms support SSO and identity provider integration for enterprise teams needing centralized access control?
Daytona * Overview: An open-source enterprise development environment manager designed to self-host and standardize developer workspaces across local infrastructure or cloud VMs.
What remote dev environment platforms support local VS Code or JetBrains IDEs connecting to a cloud workspace so developers keep their tooling and shortcuts?
Daytona * Startup Time: Under 30 seconds. * How it achieves this: Daytona is an open-source development environment manager that standardizes enterprise-grade workspace provisioning.
Which cloud development environment platforms start a pre-built workspace in under 30 seconds so developers aren't waiting to start working?
Most cited sources
No cited source mix is available for this brand yet.
Alternatives in Cloud Development Environments (CDEs)6
Daytona positions itself as the first infrastructure platform purpose-built for AI agent code execution rather than human developer workflows.
- Unlike traditional CDEs such as GitHub Codespaces, Gitpod, or Coder—which primarily target human developers writing and running code interactively—Daytona focuses on the emerging 'agent-native' compute layer: sub-90ms sandbox creation, massive parallelization, stateful persistence across agent sessions, and open-source transparency.
- It competes on speed (claiming faster sandbox spin-up than any tested alternative), security architecture (single-tenant isolated compute, HIPAA/SOC 2/GDPR), and a programmatic-first SDK/API surface designed for LLMs and autonomous coding agents rather than IDE-based human workflows.
Reviews
Praised
- Sub-90ms sandbox provisioning speed at scale
- Easy SDK and API integration with minimal setup
- Highly responsive and hands-on customer support
- Elimination of homegrown sandbox infrastructure burden
- Stateful environments enabling persistent agent workflows
- Open-source transparency and auditability
- Fast onboarding (Prosus live in 3 days)
Criticized
- Default Docker isolation is not hardware-level microVM
- Narrow focus may be insufficient for full-stack infrastructure needs
- Limited third-party public reviews available
- Relatively short production track record post-2025 pivot
- Enterprise pricing requires contacting sales
No verified scores from third-party review platforms (G2, Gartner Peer Insights) were identified as of April 2026, consistent with Daytona's early market stage and recent 2025 product pivot. Published customer testimonials from LangChain, SambaNova, Prosus, and Sentry highlight sandbox provisioning speed, ease of SDK integration, highly responsive support, and elimination of costly homegrown infrastructure overhead. Third-party analyst commentary (Northflank, Upfront Ventures) recognizes Daytona as a leading agent-native sandbox provider while noting its narrow focus may not suit teams requiring a comprehensive general-purpose infrastructure platform.
Pricing
Usage-based, pay-as-you-go pricing with $200 in free compute included at sign-up (no credit card required). Compute is billed per second or per hour: vCPU at $0.0504/hr ($0.000014/s), Memory at $0.0162/GiB/hr ($0.0000045/GiB/s), Storage at $0.000108/GiB/hr with the first 5 GiB free. GPU instances are available. Volume discounts unlock as usage scales. A Startup Program offers up to $50,000 in free credits. Enterprise plans with on-premise or customer-managed compute are available via sales contact with custom pricing.
Limitations
- Daytona's default sandbox configuration uses standard Docker containers rather than hardware-level microVM isolation; Kata Containers and Sysbox are supported but require explicit configuration, making the achieved security level configuration-dependent.
- The platform is narrowly scoped to AI agent code execution and is not designed as a full general-purpose cloud infrastructure layer—teams requiring production workloads such as long-running database services or broad GPU cluster scheduling may find it insufficient as a sole infrastructure provider.
- Having pivoted from CDEs to agent-native infrastructure in February 2025, Daytona has a shorter production track record at scale compared to more established CDE vendors.
- No self-serve enterprise tier is publicly listed; enterprise pricing requires contacting sales.
Frequently asked questions
Topic coverageCoverage by buyer topic
Topic Coverage
Prompt-Level Results
| Prompt | Google AI Mode | Gemini Search | Bing Copilot | ChatGPT | Perplexity | Grok |
|---|---|---|---|---|---|---|
Capability0/5 cited (0%) | ||||||
What cloud dev environment tools support real-time collaborative coding where two engineers can pair program in the same workspace simultaneously? | A competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
Which cloud development platforms support running a full local service mesh with multiple interconnected containers inside a single workspace? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
Which remote development platforms allow ephemeral environments to be spun up automatically for each pull request and torn down after merge? | A competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited |
I need a cloud dev environment with strong GPU support for machine learning workflows — which platforms offer configurable high-memory GPU instances? | A competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited |
What cloud development environments support air-gapped or private network configurations for teams working with regulated data? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
Developer Experience0/5 cited (0%) | ||||||
Which cloud development environments feel as fast and responsive as a local setup without noticeable latency when typing or running tests? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
What cloud development environment tools do platform teams use to standardize developer environments across a 100-person engineering org? | A competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited |
What remote dev environment platforms support local VS Code or JetBrains IDEs connecting to a cloud workspace so developers keep their tooling and shortcuts? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
Which cloud IDE platforms handle large codebases well with fast file indexing and accurate code navigation across thousands of files? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
Looking for a cloud dev environment with persistent storage and dotfile sync so settings, terminal history, and plugins carry across workspace restarts — what are my options? | A competitor was cited | A competitor was cited | A competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
Integrations & Ecosystem0/5 cited (0%) | ||||||
What remote dev environment platforms support SSO and identity provider integration for enterprise teams needing centralized access control? | A competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
Which cloud IDE platforms have marketplace extensions compatible with the same plugins developers use in their local editor setup? | Neither your brand nor a competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
Looking for a cloud dev environment that integrates with secrets management tools so credentials are injected into the workspace automatically — what are my options? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
Which cloud development environments integrate with version control platforms to open a workspace directly from a branch or pull request link? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | A competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited |
What cloud development environment tools allow enterprises to bring their own cloud account so workspace infrastructure runs in their own VPC? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
Performance & Reliability0/5 cited (0%) | ||||||
Which cloud dev environment platforms handle large container image builds and dependency installations efficiently with pre-warmed caches? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
What remote dev environment tools offer high-CPU and high-memory instances so compilation and test runs are faster than on a developer's laptop? | A competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
Which cloud development environment platforms start a pre-built workspace in under 30 seconds so developers aren't waiting to start working? | Neither your brand nor a competitor was cited | A competitor was cited | A competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
What cloud development environments offer the best network performance for developers in regions with limited local infrastructure? | Neither your brand nor a competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
Which cloud IDE platforms are reliable for full-time daily use by a team — no outages, no lost work, and no workspace corruption? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
Setup & First Run0/5 cited (0%) | ||||||
Which cloud development platforms are best for a team of contractors who need isolated environments for each project without access to production infrastructure? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
Which cloud IDE platforms let a contributor open and run a project in a browser without installing anything locally? | A competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited |
What are the best cloud development environment platforms for onboarding a new engineer to a complex microservices codebase in under an hour? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
What cloud dev environment tools support defining the full development setup in a config file so every developer gets an identical workspace automatically? | A competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
I'm evaluating remote development environments for a team where local setup takes 2+ days — which platforms eliminate that entirely with a pre-built environment? | A competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
Turn this matrix into daily prompt monitoring.
Track prompt changesVertical Ranking
| # | Brand | PresencePres. | Share of VoiceSoV | DocsDocs | BlogBlog | MentionsMent. | Avg PosPos | Sentiment |
|---|---|---|---|---|---|---|---|---|
| 1 | GitHub Codespaces | 18.0% | 35.0% | 8.7% | 0.7% | 0.0% | #3.3 | +0.53 |
| 2 | Coder | 17.3% | 34.3% | 11.3% | 4.7% | 46.0% | #3.1 | +0.51 |
| 3 | Gitpod | 8.7% | 15.0% | 8.0% | 0.7% | 52.0% | #4.9 | +0.67 |
| 4 | DevPod | 6.7% | 10.7% | 2.7% | 2.7% | 5.3% | #4.3 | +0.45 |
| 5 | Codeanywhere | 2.0% | 2.9% | 0.0% | 0.0% | 4.7% | #7.0 | +0.07 |
| 6 | StackBlitz | 0.7% | 1.4% | 0.7% | 0.0% | 8.7% | #5.5 | +0.80 |
| 7 | CodeSandbox | 0.7% | 0.7% | 0.0% | 0.0% | 7.3% | #10.0 | +0.00 |
| 8 | Daytona | 0.0% | 0.0% | 0.0% | 0.0% | 15.3% | — | — |
| 9 | Firebase Studio | 0.0% | 0.0% | 0.0% | 0.0% | 36.0% | — | — |
| 10 | Jetify | 0.0% | 0.0% | 0.0% | 0.0% | 0.0% | — | — |
| 11 | Replit | 0.0% | 0.0% | 0.0% | 0.0% | 12.7% | — | — |
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