# Cloudflare AI visibility in AI Code Sandboxes & Agent Runtimes

Canonical: https://devtune.ai/verticals/ai-code-sandboxes-agent-runtimes/cloudflare

[Website](https://www.cloudflare.com/)

Updated: 2026-09-26T21:42:26.776658+00:00
Prompts: 25
Runs: 6


## Platforms

- chatgpt-search
- perplexity
- google-ai
- bing-copilot-search
- google-ai-mode
- xai-search

Rank: 5
Total brands: 10
Measured responses: 150
Presence percent: 12.666666666666668
Share of voice percent: 7.886435331230284
Average position: 3.52
Docs presence percent: 6
Blog presence percent: 0
Brand mention percent: 30


## Profile

Overview: Cloudflare (NYSE: NET) is a publicly traded connectivity cloud company founded in 2009 and headquartered in San Francisco. In the AI Code Sandboxes & Agent Runtimes vertical, its primary offering is the Sandbox SDK—a developer tool that provisions secure, isolated Linux container environments accessible via a TypeScript API from Cloudflare Workers, with no infrastructure to manage. Built on Cloudflare's global Containers platform (330+ cities, 125+ countries), the Sandbox SDK supports command execution, file management, background processes, browser terminals, code interpretation, and persistent storage via R2. It integrates natively with Workers AI, Durable Objects, and Cloudflare AI Gateway, making it purpose-built for AI agents that need to run untrusted or LLM-generated code at scale. The SDK reached general availability during Cloudflare's Agents Week in April 2026. FY2025 revenue was $2.17B.
Product summary: Cloudflare Sandbox SDK is a managed code execution environment platform that allows developers to spin up secure, isolated Linux containers from Cloudflare Workers via a TypeScript API. It is designed for building AI agents that execute untrusted or LLM-generated code, interactive development environments, data analysis notebooks, and CI/CD systems. Each sandbox provides a full Linux environment with shell access, file management, persistent storage, WebSocket-connected browser terminals, real-time filesystem watching, and native integration with Workers AI for AI-native workflows. The product runs on Cloudflare's global edge network and requires no infrastructure management.


### Key capabilities

- Isolated Linux container sandboxes via TypeScript SDK with no infrastructure management
- AI code execution with native Workers AI and multi-provider LLM integration
- Interactive browser-based terminals over WebSocket with automatic reconnection
- File system management: read, write, mkdir, watch for real-time filesystem events
- Background process management with streaming output and automatic timeout handling
- S3-compatible object storage mounting (R2, AWS S3, GCS) as persistent local filesystems
- Docker-in-Docker support for containerized build workflows
- Preview URLs for HTTP services running inside sandboxes
- Python and JavaScript code interpreter with rich outputs (charts, tables, images)
- Backup, restore, and session lifecycle management with sandbox state persistence



### Target users

- AI/ML engineers building coding agents and autonomous systems
- Full-stack developers already using Cloudflare Workers
- Platform engineers building cloud IDEs or collaborative dev tools
- DevOps/SRE teams needing isolated CI/CD execution environments
- Data engineers building AI-powered analysis pipelines
- AI product teams deploying LLM-backed code execution features



### Key use cases

- Secure execution of LLM-generated code in AI coding agents
- Interactive data analysis and notebook-style environments (pandas, NumPy, Matplotlib)
- Cloud IDE and collaborative development environment hosting
- Automated CI/CD testing pipelines with isolated parallel execution
- AI agent backends requiring persistent shell and filesystem access
- Code review automation bots with execution verification
- Data persistence workflows integrating R2 object storage

Integrations ecosystem: The Sandbox SDK is tightly integrated with Cloudflare's developer platform: Cloudflare Workers (request routing and orchestration), Durable Objects (stateful session coordination), R2 object storage (S3-compatible persistent storage mounted as local filesystem), Workers AI (14+ model providers via AI Gateway for native LLM-to-sandbox workflows), D1 serverless SQL, and Cloudflare AI Gateway. External integrations include GitHub-compatible Git workflows via Cloudflare Artifacts, PlanetScale Postgres/MySQL, and WebSocket-native browser terminal interfaces. Tutorials are published for Anthropic Claude Code, data analysis pipelines, and code review bots.
Pricing summary: The Sandbox SDK requires a Cloudflare Workers Paid plan ($5/month). Pricing is consumption-based on the underlying Containers platform: memory at $0.0000025/GiB-second (25 GiB-hours/month included), vCPU at $0.000020/vCPU-second (375 vCPU-minutes/month included), and disk at $0.00000007/GB-second (200 GB-hours/month included). Six instance types are available from 'lite' (1/16 vCPU, 256 MiB RAM, 2 GB disk) to 'standard-4' (4 vCPU, 12 GiB RAM, 20 GB disk). Network egress is $0.025/GB in North America and Europe (1 TB/month included). Additional Workers and Durable Objects usage charges apply per standard Cloudflare pricing.
Review summary: Review data specific to the Cloudflare Sandbox SDK is not yet available given its recent GA status (April 2026). Across its broader developer platform, Cloudflare, Inc. is rated 4.5/5 on G2 from 697 verified reviews. Reviewers consistently praise the platform's ease of setup, strong free tier, global network performance, and unified security-plus-performance design. Common criticisms include high enterprise pricing, occasional high-impact outages, real-time log retrieval complexity requiring third-party tools, and steep configuration learning curves for advanced policies.
Competitive positioning: Cloudflare Sandbox SDK differentiates itself from standalone AI sandbox/agent runtime providers through deep integration with Cloudflare's global edge network (330+ cities, 125+ countries), zero-trust security by default, and a comprehensive developer platform ecosystem (Workers, AI Gateway, R2, Durable Objects). Unlike pure-play sandbox competitors such as E2B or Morph Labs, Cloudflare offers sandboxes as one layer of a full agentic infrastructure stack—covering inference, storage, identity, and networking alongside code execution. Pricing is consumption-based and tied to the existing Workers Paid plan, lowering the barrier for existing Cloudflare customers. Cloudflare was named a Leader in the 2026 Forrester Wave for Edge Development Platforms, reinforcing its positioning as infrastructure-native. The Sandbox SDK (GA announced April 2026) is positioned as the compute primitive for Cloudflare's self-described 'agentic cloud' strategy.
Limitations: The Sandbox SDK was in Beta through early 2026 and only reached GA in April 2026, meaning SLAs, feature stability, and documented limits may still evolve. The product is tightly coupled to the Cloudflare Workers ecosystem, limiting portability to other clouds. A Workers Paid plan ($5/month minimum) is required; the free tier has no sandbox access. HTTP transport mode is subject to Workers subrequest limits (1,000/request on paid). Some features—such as S3-compatible bucket mounting—require production deployment (not available in local development). No native GPU/CUDA support is documented for ML inference workloads within sandboxes; GPU inference is routed through Workers AI separately. Beta-era documentation is acknowledged to sometimes lag behind features.


### Source urls

- https://developers.cloudflare.com/sandbox/
- https://developers.cloudflare.com/containers/pricing/
- https://developers.cloudflare.com/sandbox/platform/limits/
- https://blog.cloudflare.com/agents-week-in-review/
- https://www.cloudflare.com/press/press-releases/2025/cloudflare-announces-fourth-quarter-and-fiscal-year-2024-financial-results/
- https://www.g2.com/sellers/cloudflare-inc
- https://en.wikipedia.org/wiki/Cloudflare
- https://www.cloudflare.com/our-story/

Reviewed at: 2026-04-28T23:37:26.532+00:00


### Customer outcomes





### Reviews breakdown

| Platform | Score | Score max | Review count | Url |
| --- | --- | --- | --- | --- |
| G2 | 4.5 | 5 | 697 | https://www.g2.com/sellers/cloudflare-inc |



### Review themes



#### Praised

- Global edge performance and low latency
- Generous free tier with broad feature access
- Unified security and performance on one platform
- Easy setup and intuitive dashboard
- Developer-friendly APIs and Workers extensibility
- Strong DDoS protection and WAF
- Comprehensive documentation and tutorials



#### Criticized

- High enterprise pricing
- Occasional outages affecting large portions of the internet
- Real-time logs require third-party tools
- Advanced configuration complexity and steep learning curve
- Documentation fragmented across many products
- Support quality varies by plan tier




### Company facts

Founded year: 2009
Hq: San Francisco, CA, USA


#### Founders

- Matthew Prince
- Lee Holloway
- Michelle Zatlyn

Employees range: 5000-7000
Total funding: ~$332M pre-IPO; $1.8B post-IPO debt (202
Valuation: Not available
Arr: ~$2.17B (FY2025 revenue)
Customer count: ~265,929 paying customers (Q2 2025)
Status: Public (NYSE: NET)


Readiness: Not available


## Ranking

| Display name | Pair count | Total pairs | Presence percent | Avg position |
| --- | --- | --- | --- | --- |
| Modal | 55 | 150 | 36.666666666666664 | 4.288288288288288 |
| Northflank | 39 | 150 | 26 | 4.91358024691358 |
| Daytona | 30 | 150 | 20 | 3.55 |
| E2B | 28 | 150 | 18.666666666666668 | 2.3488372093023258 |
| Cloudflare | 19 | 150 | 12.666666666666668 | 3.52 |
| Fly.io | 4 | 150 | 2.666666666666667 | 4.5 |
| CodeSandbox | 3 | 150 | 2 | 3.25 |
| Runloop | 3 | 150 | 2 | 3.3333333333333335 |
| Morph | 0 | 150 | 0 | Not available |
| Together AI | 0 | 150 | 0 | Not available |



## Platform breakdown

| Platform | Prompt count | Presence rate |
| --- | --- | --- |
| chatgpt-search | 9 | 36 |
| perplexity | 4 | 16 |
| google-ai | 2 | 8 |
| bing-copilot-search | 4 | 16 |
| google-ai-mode | 0 | 0 |
| xai-search | 0 | 0 |



## Strengths

| Prompt text | Platform count | Avg position |
| --- | --- | --- |
| Looking for an ephemeral code execution environment I can provision per user session — which services have a simple SDK or API to get started quickly? | 2 | 1.5 |



## Gaps

| Prompt text | Competitor presence count |
| --- | --- |
| Which microVM-based sandbox platforms have the smoothest onboarding for a solo developer shipping an AI coding assistant MVP? | 5 |
| I need an AI agent sandbox that allows secure outbound connections to a relational database during execution — which platforms support that? | 5 |
| What are the best isolated runtime options for AI agents that need persistent filesystem state across multiple execution steps in a single session? | 5 |
| I need a code execution environment that supports GPU workloads for AI-generated training scripts — which sandboxed platforms handle that use case? | 4 |
| What do platform engineers typically use to manage ephemeral execution environments for AI agents — and which options have the least operational burden? | 4 |



## Topic scores

| Topic name | Prompt count | Cited prompt count |
| --- | --- | --- |
| Capability | 5 | 3 |
| Developer Experience | 5 | 1 |
| Integrations & Ecosystem | 5 | 3 |
| Performance & Reliability | 5 | 3 |
| Setup & First Run | 5 | 4 |



## Prompt results

- Prompt text: Which sandboxed execution platforms let AI agents run arbitrary shell commands safely without kernel-level escape risks or shared-tenant interference?


#### Brand position by platform

Chatgpt-search: 5
Perplexity: Not available
Google-ai: Not available
Bing-copilot-search: Not available
Google-ai-mode: Not available
Xai-search: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| E2B | 1 |
| Runloop | 2 |
| Daytona | 4 |
| Cloudflare | 5 |
| Modal | 6 |
| Northflank | 7 |



##### Perplexity

| Display name | Position |
| --- | --- |
| Modal | 2 |
| Northflank | 3 |



##### Google-ai





##### Bing-copilot-search





##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Modal | 1 |
| Daytona | 3 |



##### Xai-search




- Prompt text: What sandboxed agent runtime platforms are best suited for production workloads executing user-submitted code thousands of times per day?


#### Brand position by platform

Chatgpt-search: 4
Perplexity: Not available
Google-ai: Not available
Bing-copilot-search: Not available
Google-ai-mode: Not available
Xai-search: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Cloudflare | 4 |



##### Perplexity

| Display name | Position |
| --- | --- |
| Modal | 1 |



##### Google-ai

| Display name | Position |
| --- | --- |
| Modal | 2 |



##### Bing-copilot-search

| Display name | Position |
| --- | --- |
| Northflank | 4 |



##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Daytona | 2 |
| Northflank | 3 |



##### Xai-search




- Prompt text: I'm adding a code interpreter to my LLM app and need a sandboxed runtime — which services are easiest to integrate without managing my own infrastructure?


#### Brand position by platform

Chatgpt-search: Not available
Perplexity: 3
Google-ai: Not available
Bing-copilot-search: Not available
Google-ai-mode: Not available
Xai-search: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Daytona | 2 |
| Runloop | 3 |
| Modal | 4 |



##### Perplexity

| Display name | Position |
| --- | --- |
| Daytona | 2 |
| Cloudflare | 3 |



##### Google-ai

| Display name | Position |
| --- | --- |
| Modal | 1 |



##### Bing-copilot-search





##### Google-ai-mode





##### Xai-search




- Prompt text: I need a code execution environment that supports GPU workloads for AI-generated training scripts — which sandboxed platforms handle that use case?


#### Brand position by platform

Chatgpt-search: Not available
Perplexity: Not available
Google-ai: Not available
Bing-copilot-search: Not available
Google-ai-mode: Not available
Xai-search: Not available



#### Platform rows



##### Chatgpt-search





##### Perplexity

| Display name | Position |
| --- | --- |
| Modal | 1 |
| Northflank | 3 |



##### Google-ai

| Display name | Position |
| --- | --- |
| Modal | 2 |
| Northflank | 5 |



##### Bing-copilot-search

| Display name | Position |
| --- | --- |
| Northflank | 1 |
| Modal | 2 |



##### Google-ai-mode

| Display name | Position |
| --- | --- |
| E2B | 1 |
| Daytona | 2 |



##### Xai-search




- Prompt text: What do platform engineers typically use to manage ephemeral execution environments for AI agents — and which options have the least operational burden?


#### Brand position by platform

Chatgpt-search: Not available
Perplexity: Not available
Google-ai: Not available
Bing-copilot-search: Not available
Google-ai-mode: Not available
Xai-search: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| E2B | 1 |
| Daytona | 2 |
| Modal | 3 |



##### Perplexity

| Display name | Position |
| --- | --- |
| Northflank | 5 |



##### Google-ai

| Display name | Position |
| --- | --- |
| Northflank | 1 |



##### Bing-copilot-search

| Display name | Position |
| --- | --- |
| Northflank | 2 |



##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Daytona | 1 |
| Modal | 2 |



##### Xai-search




- Prompt text: What sandboxed execution environments have good support for streaming output back to the calling application in real time during an agent's code run?


#### Brand position by platform

Chatgpt-search: Not available
Perplexity: 1
Google-ai: 2
Bing-copilot-search: 2
Google-ai-mode: Not available
Xai-search: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Modal | 1 |
| Daytona | 2 |
| E2B | 3 |



##### Perplexity

| Display name | Position |
| --- | --- |
| Cloudflare | 1 |



##### Google-ai

| Display name | Position |
| --- | --- |
| Cloudflare | 2 |



##### Bing-copilot-search

| Display name | Position |
| --- | --- |
| Cloudflare | 2 |



##### Google-ai-mode





##### Xai-search




- Prompt text: What's the fastest sandbox runtime to spin up for an AI agent backend — which platforms let you get isolated code execution running in under 5 minutes?


#### Brand position by platform

Chatgpt-search: 6
Perplexity: Not available
Google-ai: Not available
Bing-copilot-search: Not available
Google-ai-mode: Not available
Xai-search: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| E2B | 1 |
| Daytona | 2 |
| Modal | 4 |
| CodeSandbox | 5 |
| Cloudflare | 6 |



##### Perplexity

| Display name | Position |
| --- | --- |
| Daytona | 1 |
| E2B | 4 |
| Modal | 7 |



##### Google-ai

| Display name | Position |
| --- | --- |
| Fly.io | 4 |
| Modal | 8 |



##### Bing-copilot-search





##### Google-ai-mode





##### Xai-search




- Prompt text: Which isolated execution environments scale elastically under bursty AI agent traffic without me having to pre-provision capacity?


#### Brand position by platform

Chatgpt-search: 3
Perplexity: Not available
Google-ai: Not available
Bing-copilot-search: Not available
Google-ai-mode: Not available
Xai-search: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Daytona | 2 |
| Cloudflare | 3 |



##### Perplexity

| Display name | Position |
| --- | --- |
| Modal | 5 |



##### Google-ai

| Display name | Position |
| --- | --- |
| Northflank | 1 |
| Daytona | 3 |
| E2B | 7 |



##### Bing-copilot-search

| Display name | Position |
| --- | --- |
| Northflank | 3 |



##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Northflank | 1 |
| Daytona | 2 |
| Modal | 3 |



##### Xai-search




- Prompt text: Which microVM-based sandbox platforms have the smoothest onboarding for a solo developer shipping an AI coding assistant MVP?


#### Brand position by platform

Chatgpt-search: Not available
Perplexity: Not available
Google-ai: Not available
Bing-copilot-search: Not available
Google-ai-mode: Not available
Xai-search: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Northflank | 3 |



##### Perplexity

| Display name | Position |
| --- | --- |
| E2B | 1 |



##### Google-ai

| Display name | Position |
| --- | --- |
| Modal | 1 |



##### Bing-copilot-search

| Display name | Position |
| --- | --- |
| Northflank | 1 |



##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Northflank | 2 |



##### Xai-search




- Prompt text: Which sandboxed agent runtimes integrate well with popular LLM orchestration frameworks so I don't have to build a custom execution bridge?


#### Brand position by platform

Chatgpt-search: Not available
Perplexity: Not available
Google-ai: Not available
Bing-copilot-search: Not available
Google-ai-mode: Not available
Xai-search: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| E2B | 1 |
| Daytona | 4 |
| Modal | 6 |



##### Perplexity

| Display name | Position |
| --- | --- |
| E2B | 1 |



##### Google-ai

| Display name | Position |
| --- | --- |
| Modal | 2 |



##### Bing-copilot-search





##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Modal | 1 |
| Northflank | 3 |



##### Xai-search




- Prompt text: Which microVM sandbox services have the lowest cold-start latency for AI agent code execution at scale — sub-500ms range?


#### Brand position by platform

Chatgpt-search: Not available
Perplexity: Not available
Google-ai: Not available
Bing-copilot-search: Not available
Google-ai-mode: Not available
Xai-search: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Northflank | 2 |
| Daytona | 7 |



##### Perplexity

| Display name | Position |
| --- | --- |
| Northflank | 4 |



##### Google-ai

| Display name | Position |
| --- | --- |
| Modal | 15 |



##### Bing-copilot-search





##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Modal | 1 |
| E2B | 3 |



##### Xai-search




- Prompt text: Looking for an ephemeral code execution environment I can provision per user session — which services have a simple SDK or API to get started quickly?


#### Brand position by platform

Chatgpt-search: Not available
Perplexity: 2
Google-ai: Not available
Bing-copilot-search: 1
Google-ai-mode: Not available
Xai-search: Not available



#### Platform rows



##### Chatgpt-search





##### Perplexity

| Display name | Position |
| --- | --- |
| Cloudflare | 2 |



##### Google-ai

| Display name | Position |
| --- | --- |
| Modal | 1 |
| E2B | 2 |



##### Bing-copilot-search

| Display name | Position |
| --- | --- |
| Cloudflare | 1 |
| Northflank | 2 |



##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Modal | 2 |



##### Xai-search




- Prompt text: My AI agent generates and executes code in a tight loop — which sandbox platforms sustain high-frequency execution without degrading over time?


#### Brand position by platform

Chatgpt-search: Not available
Perplexity: Not available
Google-ai: Not available
Bing-copilot-search: Not available
Google-ai-mode: Not available
Xai-search: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Daytona | 1 |
| Fly.io | 2 |
| Modal | 3 |
| E2B | 4 |



##### Perplexity

| Display name | Position |
| --- | --- |
| Northflank | 6 |
| Modal | 7 |



##### Google-ai





##### Bing-copilot-search





##### Google-ai-mode





##### Xai-search




- Prompt text: Which code sandbox services have good observability built in so I can actually debug what my AI agent is running inside the environment?


#### Brand position by platform

Chatgpt-search: 4
Perplexity: Not available
Google-ai: 3
Bing-copilot-search: Not available
Google-ai-mode: Not available
Xai-search: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Daytona | 1 |
| E2B | 2 |
| Modal | 3 |
| Cloudflare | 4 |



##### Perplexity

| Display name | Position |
| --- | --- |
| E2B | 1 |
| Modal | 4 |



##### Google-ai

| Display name | Position |
| --- | --- |
| Modal | 2 |
| Cloudflare | 3 |



##### Bing-copilot-search





##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Northflank | 2 |
| Modal | 3 |



##### Xai-search




- Prompt text: Which agent compute platforms have the most active developer communities and solid docs for teams just getting into agentic AI workflows?


#### Brand position by platform

Chatgpt-search: Not available
Perplexity: Not available
Google-ai: Not available
Bing-copilot-search: Not available
Google-ai-mode: Not available
Xai-search: Not available



#### Platform rows



##### Chatgpt-search





##### Perplexity





##### Google-ai





##### Bing-copilot-search





##### Google-ai-mode

| Display name | Position |
| --- | --- |
| E2B | 1 |
| Modal | 2 |



##### Xai-search




- Prompt text: What are the best code execution sandbox options that support pre-installing custom dependencies from a private package registry before agent runs?


#### Brand position by platform

Chatgpt-search: 1
Perplexity: Not available
Google-ai: Not available
Bing-copilot-search: 4
Google-ai-mode: Not available
Xai-search: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Cloudflare | 1 |



##### Perplexity

| Display name | Position |
| --- | --- |
| CodeSandbox | 1 |



##### Google-ai

| Display name | Position |
| --- | --- |
| Modal | 1 |



##### Bing-copilot-search

| Display name | Position |
| --- | --- |
| Northflank | 2 |
| Cloudflare | 4 |



##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Modal | 1 |
| Northflank | 3 |



##### Xai-search




- Prompt text: Which agent compute platforms avoid heavy lock-in and work across major cloud providers so I can keep data residency in my existing infrastructure?


#### Brand position by platform

Chatgpt-search: Not available
Perplexity: Not available
Google-ai: Not available
Bing-copilot-search: Not available
Google-ai-mode: Not available
Xai-search: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| E2B | 2 |
| Daytona | 4 |



##### Perplexity

| Display name | Position |
| --- | --- |
| Northflank | 3 |



##### Google-ai





##### Bing-copilot-search





##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Daytona | 1 |



##### Xai-search




- Prompt text: I need an AI agent sandbox that allows secure outbound connections to a relational database during execution — which platforms support that?


#### Brand position by platform

Chatgpt-search: 4
Perplexity: Not available
Google-ai: Not available
Bing-copilot-search: Not available
Google-ai-mode: Not available
Xai-search: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Modal | 1 |
| Daytona | 2 |
| E2B | 3 |
| Cloudflare | 4 |



##### Perplexity

| Display name | Position |
| --- | --- |
| Modal | 1 |
| Northflank | 3 |



##### Google-ai

| Display name | Position |
| --- | --- |
| Modal | 1 |
| E2B | 3 |
| Daytona | 8 |



##### Bing-copilot-search

| Display name | Position |
| --- | --- |
| Modal | 2 |



##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Modal | 1 |
| Northflank | 3 |



##### Xai-search




- Prompt text: Which AI sandbox platforms offer the best developer experience for iterating on agent tools locally before deploying to production?


#### Brand position by platform

Chatgpt-search: Not available
Perplexity: Not available
Google-ai: Not available
Bing-copilot-search: Not available
Google-ai-mode: Not available
Xai-search: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| E2B | 3 |
| Daytona | 4 |
| Modal | 5 |



##### Perplexity

| Display name | Position |
| --- | --- |
| E2B | 1 |
| Daytona | 5 |
| Modal | 10 |



##### Google-ai

| Display name | Position |
| --- | --- |
| Modal | 1 |



##### Bing-copilot-search





##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Northflank | 3 |



##### Xai-search




- Prompt text: I want a sandboxed runtime where my team can define reusable execution templates — which platforms make that workflow easy without deep infra knowledge?


#### Brand position by platform

Chatgpt-search: Not available
Perplexity: Not available
Google-ai: Not available
Bing-copilot-search: Not available
Google-ai-mode: Not available
Xai-search: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Modal | 3 |



##### Perplexity

| Display name | Position |
| --- | --- |
| E2B | 1 |
| Daytona | 4 |



##### Google-ai

| Display name | Position |
| --- | --- |
| CodeSandbox | 1 |



##### Bing-copilot-search





##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Modal | 3 |



##### Xai-search




- Prompt text: What are the best isolated runtime options for AI agents that need persistent filesystem state across multiple execution steps in a single session?


#### Brand position by platform

Chatgpt-search: Not available
Perplexity: Not available
Google-ai: Not available
Bing-copilot-search: Not available
Google-ai-mode: Not available
Xai-search: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Daytona | 1 |



##### Perplexity

| Display name | Position |
| --- | --- |
| Modal | 3 |
| Northflank | 6 |



##### Google-ai

| Display name | Position |
| --- | --- |
| Northflank | 1 |
| Fly.io | 2 |



##### Bing-copilot-search

| Display name | Position |
| --- | --- |
| Modal | 1 |
| Northflank | 2 |



##### Google-ai-mode

| Display name | Position |
| --- | --- |
| E2B | 1 |



##### Xai-search




- Prompt text: I'm evaluating sandboxed agent runtimes for a small team building an AI data analyst tool — what should I look at to avoid the overhead of self-hosting?


#### Brand position by platform

Chatgpt-search: 3
Perplexity: Not available
Google-ai: Not available
Bing-copilot-search: Not available
Google-ai-mode: Not available
Xai-search: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Daytona | 2 |
| Cloudflare | 3 |



##### Perplexity

| Display name | Position |
| --- | --- |
| Northflank | 7 |



##### Google-ai

| Display name | Position |
| --- | --- |
| Northflank | 2 |



##### Bing-copilot-search





##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Northflank | 1 |
| Modal | 2 |
| Fly.io | 3 |



##### Xai-search




- Prompt text: Looking for a sandboxed code interpreter that can handle long-running jobs — 10 to 30 minutes — without hitting timeout limits. What are my options?


#### Brand position by platform

Chatgpt-search: Not available
Perplexity: Not available
Google-ai: Not available
Bing-copilot-search: 6
Google-ai-mode: Not available
Xai-search: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Modal | 1 |
| E2B | 2 |
| Daytona | 3 |



##### Perplexity

| Display name | Position |
| --- | --- |
| Modal | 6 |
| Northflank | 7 |



##### Google-ai





##### Bing-copilot-search

| Display name | Position |
| --- | --- |
| Cloudflare | 6 |



##### Google-ai-mode

| Display name | Position |
| --- | --- |
| E2B | 1 |
| Modal | 3 |



##### Xai-search




- Prompt text: Which agent runtime platforms support spawning concurrent sandbox instances so multiple AI agents can run code in parallel for a multi-agent workflow?


#### Brand position by platform

Chatgpt-search: Not available
Perplexity: 6
Google-ai: Not available
Bing-copilot-search: Not available
Google-ai-mode: Not available
Xai-search: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Daytona | 1 |



##### Perplexity

| Display name | Position |
| --- | --- |
| Northflank | 5 |
| Cloudflare | 6 |



##### Google-ai

| Display name | Position |
| --- | --- |
| Northflank | 3 |



##### Bing-copilot-search





##### Google-ai-mode

| Display name | Position |
| --- | --- |
| E2B | 1 |



##### Xai-search




- Prompt text: Which code sandbox platforms are considered production-ready for enterprise AI applications where uptime and SLA guarantees actually matter?


#### Brand position by platform

Chatgpt-search: 5
Perplexity: Not available
Google-ai: Not available
Bing-copilot-search: Not available
Google-ai-mode: Not available
Xai-search: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| E2B | 1 |
| Daytona | 3 |
| Modal | 4 |
| Cloudflare | 5 |



##### Perplexity

| Display name | Position |
| --- | --- |
| E2B | 1 |
| Modal | 3 |
| Runloop | 5 |
| Northflank | 7 |



##### Google-ai

| Display name | Position |
| --- | --- |
| Modal | 1 |
| Northflank | 2 |



##### Bing-copilot-search





##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Modal | 1 |



##### Xai-search







## Top sources

| Url | Title | Domain | Logo url | Source vertical | Content type | Citation count | Last30d count |
| --- | --- | --- | --- | --- | --- | --- | --- |
| https://www.cloudflare.com/products/sandboxes/ | Cloudflare Sandboxes - Secure Code Execution | cloudflare.com | https://izgwnlozsmjmqjsnddmg.supabase.co/storage/v1/object/public/domain-logos/9dbab6f8-54b2-49a0-8181-89a0ed130318/766ccd99-5fb2-467e-840e-cf1f160a7399/388205aade8cdef9999e91127e4b9aa850c70b1b.png | commercial | product_page | 15 | 15 |
| https://developers.cloudflare.com/sandbox/ | Overview · Cloudflare Sandbox SDK docs | developers.cloudflare.com | Not available | commercial | documentation | 12 | 12 |
| https://developers.cloudflare.com/sandbox/guides/streaming-output/ | Stream output · Cloudflare Sandbox SDK docs | developers.cloudflare.com | Not available | commercial | documentation | 8 | 8 |
| https://developers.cloudflare.com/changelog/post/2025-08-05-sandbox-sdk-major-update/ | Cloudflare Sandbox SDK adds streaming, code interpreter, Git ... | developers.cloudflare.com | Not available | commercial | documentation | 5 | 5 |
| https://developers.cloudflare.com/agents/tools/sandbox/ | Sandbox · Cloudflare Agents docs | developers.cloudflare.com | Not available | commercial | documentation | 5 | 5 |
| https://developers.cloudflare.com/sandbox/api/interpreter/ | Code interpreter · Cloudflare Sandbox SDK docs | developers.cloudflare.com | Not available | commercial | documentation | 5 | 5 |
| https://developers.cloudflare.com/sandbox/guides/code-execution/ | Use code interpreter · Cloudflare Sandbox SDK docs | developers.cloudflare.com | Not available | commercial | documentation | 4 | 4 |
| https://developers.cloudflare.com/sandbox/concepts/security/ | Security model · Cloudflare Sandbox SDK docs | developers.cloudflare.com | Not available | commercial | documentation | 3 | 3 |



## Response excerpts

| Prompt text | Platform | Excerpt |
| --- | --- | --- |
| What do platform engineers typically use to manage ephemeral execution environments for AI agents — and which options have the least operational burden? | perplexity | ...escribes the operating model, not the isolation mechanism [1]. - Examples include E2B, Modal, Daytona, Vercel Sandbox, Cloudflare, and similar services [2]. - Best default when you want fast adoption and do not need to operate the substrate yoursel... |
| What sandboxed execution environments have good support for streaming output back to the calling application in real time during an agent's code run? | perplexity | Cloudflare Sandbox SDK — supports live stdout/stderr streaming for long-running commands, with streaming callbacks and a dedicated stream API [1][2][3][4][5][6]. |
| Looking for an ephemeral code execution environment I can provision per user session — which services have a simple SDK or API to get started quickly? | perplexity | [1] \| Python analysis, file manipulation, and model-driven code execution \| \| Cloudflare Sandbox SDK \| Provides a simple API for commands, files, background processes, services, and code execution from Workers. |



## Competitor excerpts

| Platform | Competitor name | Excerpt |
| --- | --- | --- |
| perplexity | E2B | ...e smoothest onboarding roughly as follows: \| Rank \| Platform \| Why it’s smooth \| Main caveat \| \|---\|---\|---\|---\| \| 1 \| E2B \| Best fit for an AI coding agent: purpose-built Firecracker microVMs, Python and TypeScript SDKs, shell/filesystem/networ... |
| google-ai | Modal | Modal * Onboarding Experience: E2B provides clean, well-typed SDKs (Python and TypeScript) that allow you to spin up an isolated Firecracker microVM in just a few lines of code. |
| bing-copilot-search | Northflank | ...ding assistant MVP, the smoothest onboarding microVM-based sandbox platforms right now are Docker Sandboxes and E2B, with Northflank being the most complete but heavier to set up. Docker Sandboxes wins on simplicity (one-line install, disposable microV... |
| google-ai-mode | Northflank | Northflank +2 * Daytona : An open-source development environment manager and secure sandbox orchestrator built for AI agents. |
| chatgpt-search | Modal | Direct database connection Agent sandbox \| \| TCP :5432 v PostgreSQL For this, E2B, Modal, and Daytona are the most interesting choices. |
| chatgpt-search | Daytona | Direct database connection Agent sandbox \| \| TCP :5432 v PostgreSQL For this, E2B, Modal, and Daytona are the most interesting choices. |
| chatgpt-search | E2B | Direct database connection Agent sandbox \| \| TCP :5432 v PostgreSQL For this, E2B, Modal, and Daytona are the most interesting choices. |
| perplexity | Modal | Modal — The clearest documented fit. Modal Proxies provide a WireGuard-encrypted tunnel and static outbound IPs that can be allow-listed by a database firewall, allowing access without exposing the database publicly. |
| google-ai | Modal | Modal \+ 1 The leading platforms that support this capability include: ### 1\. |
| google-ai | E2B | E2B (Execution Environment for Bots) * How it works: E2B provides secure, open-source sandboxes built on Firecracker microVMs (the same virtualization technology behind AWS Lambda). |
| bing-copilot-search | Modal | Leading options include E2B (Firecracker microVMs), Modal (gVisor-based containers), Daytona, AWS Bedrock AgentCore, and GKE Sandbox. |
| google-ai-mode | Modal | ...rastructure providers specifically handle GPU-accelerated workloads for AI-generated code, model tuning, and execution . Modal * [Modal](/goto?url=CAESTQHrOzAVZ0CJLl_M4uO0j_x9NJjwGrjmSB0x1ldrNL4OtGWxxjiQfDFQXl0V60gUsqRWDA8oy0Cy66rDp9m0RBEeHIdFL2Tj... |



## Trend

Visibility delta: 6.4
Avg position delta: 0.6628571428571428
Citation count delta: 11