Who each engine recommends
Position of every brand named in the latest run.
| Brand | ChatGPT | Perplexity | AI Mode | Mention rate |
|---|---|---|---|---|
| Cursor | #2 | #2 | #1 | |
| GitHub CopilotTop pick | #1 | #1 | #3 | |
| Devin | #7 | #9 | #2 | |
| Claude | #3 | #3 | #5 | |
| Codex | #4 | #4 | — | |
| Tabnine | — | #7 | #4 | |
| Gemini Code Assist | #5 | #6 | — | |
| Cline | — | #11 | #6 | |
| JetBrains AI Assistant | #6 | #15 | — | |
| Sourcegraph Cody | — | #14 | #7 | |
| ChatGPT | #9 | #8 | — | |
| Looker | #8 | #10 | — | |
| Amazon Q Developer | — | #5 | — | |
| Gemini CLI | #10 | — | — | |
| Gemini | #11 | — | — | |
| Aider | — | #12 | — | |
| GitLab | #12 | — | — | |
| Replit | — | #13 | — |
Responses
What each engine answered, and how the shortlist moved.
ChatGPT · run of Nov 3 · sentiment toward the top pick: → Mixed
Comparison of the leading AI coding assistant platforms Market comparison · November 3, 2026 The AI coding assistant market has shifted from simple code autocomplete to agentic software development: tools that can understand entire repositories, plan changes, edit multiple files, execute tests, debug failures, and sometimes complete development tasks independently.
- GitHub Copilot — The strongest platforms are GitHub Copilot, Cursor, Claude Code, OpenAI Codex, Google Gemini, and JetBrains AI.
- Cursor — The strongest platforms are GitHub Copilot, Cursor, Claude Code, OpenAI Codex, Google Gemini, and JetBrains AI.
- Claude — The strongest platforms are GitHub Copilot, Cursor, Claude Code, OpenAI Codex, Google Gemini, and JetBrains AI.
- Codex — The strongest platforms are GitHub Copilot, Cursor, Claude Code, OpenAI Codex, Google Gemini, and JetBrains AI.
- Gemini Code Assist — The strongest platforms are GitHub Copilot, Cursor, Claude Code, OpenAI Codex, Google Gemini, and JetBrains AI.
- JetBrains AI Assistant — The strongest platforms are GitHub Copilot, Cursor, Claude Code, OpenAI Codex, Google Gemini, and JetBrains AI.
- Devin — Devin is also worth considering for more autonomous software engineering.
- Looker — The strongest platforms are GitHub Copilot, Cursor, Claude Code, OpenAI Codex, Google Gemini, and JetBrains AI.
- ChatGPT — Coding agent available through ChatGPT, desktop, web and CLI workflows.
- Gemini CLI — Google Gemini Code Assist / Gemini CLI.
- Gemini — The strongest platforms are GitHub Copilot, Cursor, Claude Code, OpenAI Codex, Google Gemini, and JetBrains AI.
- GitLab — Development integration: GitHub/GitLab, CI/CD pipelines, IDEs and issue-tracking systems.
Perplexity · run of Nov 3 · sentiment toward the top pick: ↑ Positive
- GitHub Copilot — The leading platforms now cluster into three categories: IDE assistants (GitHub Copilot, Cursor), terminal/cloud agents (Claude Code, OpenAI Codex), and managed ecosystem tools (Amazon Q, Gemini Code Assist, Tabnine).
- Cursor — The leading platforms now cluster into three categories: IDE assistants (GitHub Copilot, Cursor), terminal/cloud agents (Claude Code, OpenAI Codex), and managed ecosystem tools (Amazon Q, Gemini Code Assist, Tabnine).
- Claude — The leading platforms now cluster into three categories: IDE assistants (GitHub Copilot, Cursor), terminal/cloud agents (Claude Code, OpenAI Codex), and managed ecosystem tools (Amazon Q, Gemini Code Assist, Tabnine).
- Codex — The leading platforms now cluster into three categories: IDE assistants (GitHub Copilot, Cursor), terminal/cloud agents (Claude Code, OpenAI Codex), and managed ecosystem tools (Amazon Q, Gemini Code Assist, Tabnine).
- Amazon Q Developer — The leading platforms now cluster into three categories: IDE assistants (GitHub Copilot, Cursor), terminal/cloud agents (Claude Code, OpenAI Codex), and managed ecosystem tools (Amazon Q, Gemini Code Assist, Tabnine).
- Gemini Code Assist — The leading platforms now cluster into three categories: IDE assistants (GitHub Copilot, Cursor), terminal/cloud agents (Claude Code, OpenAI Codex), and managed ecosystem tools (Amazon Q, Gemini Code Assist, Tabnine).
- Tabnine — The leading platforms now cluster into three categories: IDE assistants (GitHub Copilot, Cursor), terminal/cloud agents (Claude Code, OpenAI Codex), and managed ecosystem tools (Amazon Q, Gemini Code Assist, Tabnine).
- ChatGPT
- Devin — Best for delegated or parallel tasks: OpenAI Codex or Devin Desktop.
- Looker — Best for AWS: Amazon Q Developer; best for Google Cloud: Gemini Code Assist.
- Cline — Best for strict privacy requirements: Tabnine, or a self-managed Cline/Aider setup with an approved model.
- Aider — Best for strict privacy requirements: Tabnine, or a self-managed Cline/Aider setup with an approved model.
- Replit — Best for rapid prototypes: Replit, particularly when browser-based development and deployment matter more than local tooling.
Google AI Mode · run of Nov 3 · sentiment toward the top pick: ↑ Positive
The AI coding assistant landscape has shifted from basic autocomplete extensions to deeply integrated, repo-aware editors and autonomous multi-file agents.[](https://axify.io/blog/the-best-ai-coding-assistants-a-full-comparison-of-20-tools)[](https://sourcegraph.com/blog/best-ai-coding-assistant) The leading platforms fall into three primary categories: AI-Native Editors, IDE Extensions , and Autonomous/Terminal Agents. AI-Native Editors (Forked Environments) Best for developers who want a…
- Cursor — Read more: Check out the Cursor Platform Overview.[](https://sourcegraph.com/blog/best-ai-coding-assistant).
- Devin — Windsurf / Devin Desktop.
- GitHub Copilot — Read more: Explore features on GitHub Copilot.[](https://www.ayautomate.com/blog/best-ai-coding-assistants)[](https://axify.io/blog/the-best-ai-coding-assistants-a-full-comparison-of-20-tools).
- Tabnine — Read more: Review compliance details via Tabnine.[](https://zapier.com/blog/ai-coding-tools/).
- Claude
- Cline
Citations
Sources the engines cited for this prompt.
| Source | Type | Citations | Cited by |
|---|---|---|---|
| github.com | Web | 3 | ChatGPT |
| jetbrains.com | Brand site · JetBrains AI Assistant | 3 | ChatGPT, Perplexity |
| openai.com | Web | 3 | ChatGPT |
| cursor.com | Brand site · Cursor | 2 | ChatGPT |
| dupple.com | Web | 2 | ChatGPT, Perplexity |
| sourcegraph.com | Brand site · Sourcegraph Cody | 2 | Perplexity, Google AI Mode |
| superblocks.com | Web | 2 | Perplexity |
| zapier.com | Web | 2 | Perplexity, Google AI Mode |
| agentsthatwork.ai | Web | 1 | ChatGPT |
| anthropic.com | Web | 1 | ChatGPT |
| apprift.io | Web | 1 | ChatGPT |
| axify.io | Web | 1 | Google AI Mode |
| ayautomate.com | Web | 1 | Google AI Mode |
| cloudwards.net | Web | 1 | Perplexity |
| codeassist.google | Brand site · Gemini Code Assist | 1 | ChatGPT |
| devin.ai | Brand site · Devin | 1 | ChatGPT |
| devventa.com | Web | 1 | Perplexity |
| techarcade.io | Web | 1 | Perplexity |
| techjournal.org | Web | 1 | Perplexity |