AI search ranking

Measured from 40 AI answers to questions that name no product. Questions that name a product only show each product's pros and cons and are not counted. Includes brands from those answers that are not listed here.

#BrandShare of voiceMentioned inRecommended inSite cited inPositiveAvg. position
1GitHub Codespaces11.5%75%32.5%36.8%60%2.5
2Coder8.4%55%37.5%57.9%77.3%1.8
3Replit5%32.5%15%26.3%46.2%1
4Gitpod4.6%30%5%13.2%25%3
5DevPod2.7%17.5%7.5%15.8%57.1%3
6VS Code2.3%15%10%10.5%66.7%3
7Eclipse Che2.3%15%10%0%83.3%2
8Google Cloud Workstations1.9%12.5%5%0%80%—
9Vercel1.9%12.5%10%10.5%80%1
10CodeSandbox1.5%10%5%10.5%50%3
11StackBlitz1.5%10%5%7.9%50%—
12Daytona1.5%10%5%10.5%75%—
13Docker1.5%10%2.5%2.6%25%—
14Red Hat OpenShift Dev Spaces1.5%10%2.5%0%75%—
15Nix1.1%7.5%2.5%2.6%0%—
16Ona1.1%7.5%5%5.3%100%—
17JetBrains Gateway1.1%7.5%0%7.9%33.3%—
18Okteto1.1%7.5%7.5%7.9%100%—
19Render1.1%7.5%7.5%5.3%100%3
20Dev Containers1.1%7.5%7.5%2.6%100%—
21AWS1.1%7.5%2.5%0%33.3%—
22Firebase Studio0.8%5%2.5%5.3%50%—
23VS Code Remote-SSH0.8%5%0%5.3%50%—
24Replit Enterprise0.8%5%5%5.3%100%—
25GitHub Enterprise0.8%5%2.5%2.6%50%—
26code-server0.8%5%2.5%5.3%0%4
27mise0.8%5%5%0%100%—
28Docker Compose0.8%5%5%2.6%100%—
29JetBrains0.8%5%5%5.3%100%3
30Codex0.4%2.5%0%0%0%—
31DeepSeek0.4%2.5%0%0%0%—
32Bitbucket0.4%2.5%0%0%0%—
33E2B0.4%2.5%2.5%2.6%100%—
34Vercel Sandbox0.4%2.5%2.5%2.6%100%—
35Runloop0.4%2.5%0%2.6%100%—
36Cloudflare Sandboxes0.4%2.5%0%0%100%—
37Northflank0.4%2.5%2.5%2.6%100%—
38Qovery0.4%2.5%2.5%2.6%100%—
39Firecracker0.4%2.5%0%2.6%0%—
40Visual Studio Live Share0.4%2.5%0%2.6%100%—
41Eclipse Theia0.4%2.5%0%2.6%0%—
42VMware Horizon0.4%2.5%0%0%0%—
43Citrix Virtual Apps and Desktops0.4%2.5%0%0%0%—
44Windows 3650.4%2.5%0%0%0%—
45Azure Virtual Desktop0.4%2.5%0%0%0%—
46IntelliJ IDEA0.4%2.5%0%2.6%100%—
47VS Code Remote Development0.4%2.5%0%2.6%0%—
48OpenVSCode Server0.4%2.5%0%0%0%—
49Google Colab0.4%2.5%2.5%0%0%—
50Kaggle Notebooks0.4%2.5%2.5%0%0%—
51Lightning AI0.4%2.5%2.5%0%0%—
52RunPod0.4%2.5%2.5%0%0%—
53AWS SageMaker0.4%2.5%2.5%0%0%—
54Azure Machine Learning0.4%2.5%2.5%0%0%—
55Railway0.4%2.5%2.5%0%100%—
56Devbox0.4%2.5%2.5%2.6%100%—
57asdf0.4%2.5%0%0%0%—
58Poetry0.4%2.5%0%0%0%—
59uv0.4%2.5%0%0%0%—
60HashiCorp Cloud Platform0.4%2.5%2.5%2.6%100%—
61AWS IAM Identity Center0.4%2.5%0%0%0%—
62HCP Terraform0.4%2.5%0%0%0%—
63Entra ID0.4%2.5%0%0%0%—
64Workspace0.4%2.5%0%0%0%—
65Google Antigravity0.4%2.5%0%0%0%—
66DigitalOcean0.4%2.5%2.5%0%100%5
67Confluent Cloud0.4%2.5%0%0%100%—
68JetBrains Remote Development0.4%2.5%0%2.6%0%—
69NVIDIA0.4%2.5%0%0%0%—
70JupyterHub0.4%2.5%0%0%0%—
71GitLab Web IDE0.4%2.5%2.5%0%100%—
72GitLab Workspaces0.4%2.5%2.5%0%100%—
73GitHub Spark0%0%0%0%——
74Codeanywhere0%0%0%0%——

Questions asked

The 40 questions this ranking is measured with. Icons show the brands the answers name, most often first.

Questions that name no product (40)

Features in this category

Found on each product's own website.

Browser-based IDE

Edit and run code in a cloud IDE from any device with a browser, without local setup.

Replit, GitHub Codespaces, StackBlitz, Codeanywhere, Coder

AI coding agent

An AI agent that writes, refactors, tests and debugs code or builds apps from prompts.

Replit, GitHub Codespaces, StackBlitz, Coder

Multi-language support

Supports development in many programming languages.

Replit, GitHub Codespaces, Codeanywhere, Daytona

Git integration

Commit, push, branch and open pull requests against Git providers from the environment.

GitHub Codespaces, StackBlitz, Codeanywhere, Daytona

Single sign-on

Enterprise single sign-on via SAML or OIDC identity providers.

GitHub Codespaces, StackBlitz, Coder, Daytona

Role-based access control

Assign roles and permissions to manage access to resources at scale.

GitHub Codespaces, Coder, Daytona

Self-hosted deployment

Runs the platform on the customer's own cloud, on-prem or air-gapped infrastructure.

StackBlitz, Coder, Daytona

One-click deployment and hosting

Publishes and hosts apps and sites with managed infrastructure and scaling.

Replit, StackBlitz, Firebase Studio

MCP server

Model Context Protocol server giving AI agents access to platform tools and context.

GitHub Codespaces, Daytona, Firebase Studio

Project templates and scaffolding

Starter templates and automated setup of files, dependencies and environments.

Replit, StackBlitz, Coder

Containerized environments

Runs development environments in containers or OCI-compatible images.

Codeanywhere, Coder, Daytona

AI model selection

Choose among multiple AI models or connect your own model providers.

Replit, GitHub Codespaces, Coder

Audit logging

Records activity logs for compliance, oversight and export to SIEM.

GitHub Codespaces, Coder

Custom domains

Connects and configures custom domains for published apps.

Replit, Firebase Studio

Built-in authentication

Provides sign-in and identity services for apps with minimal setup.

Replit, Firebase Studio

Secrets management

Stores credentials such as API keys and tokens securely for apps and sandboxes.

Replit, Daytona

Real-time collaboration

Multiple users edit and work together in the same environment simultaneously.

Replit, StackBlitz

Integrated terminal

Provides a terminal for running commands inside the environment.

StackBlitz, Daytona

REST API

HTTP API endpoints to create environments and run code programmatically.

GitHub Codespaces, Daytona

Command-line interface

CLI for managing environments and executing commands.

GitHub Codespaces, Daytona

Resource quotas and limits

Caps compute, GPU and disk usage per user, team or sandbox to control costs.

Coder, Daytona

Usage analytics and cost tracking

Tracks usage, spend and utilization across users, models and infrastructure.

Coder, Daytona

GPU support

Provides GPU-backed environments for ML, graphics and accelerated compute.

Coder, Daytona

Code review

Review changes, discuss them and merge with automated checks, including AI-assisted review.

GitHub Codespaces

Issue and project tracking

Capture issues and plan and track work in boards and tables connected to code.

GitHub Codespaces

The ranking reflects measured AI answers, not our opinion. Listings have not been checked individually, and inclusion is not an endorsement.