Who each engine recommends
Position of every brand named in the latest run.
| Brand | ChatGPT | Perplexity | AI Mode | Mention rate |
|---|---|---|---|---|
| CursorTop pick | #1 | — | — | |
| Kilo Code | — | #1 | — | |
| GitHub Copilot | #2 | — | — | |
| Devin | #3 | — | — | |
| Claude | #4 | — | — | |
| GitLab | #5 | — | — | |
| Continue | #6 | — | — | |
| Warp | #7 | — | — |
Responses
What each engine answered, and how the shortlist moved.
The biggest mistake when buying an AI coding assistant is choosing based on impressive demos, marketing claims, or coding speed rather than how well it performs on your actual projects.
- Cursor — Whether you're an individual developer, startup, or engineering team, here are the most common mistakes to avoid when evaluating tools such as Cursor, GitHub Copilot, Windsurf, Claude Code, and similar products.
- GitHub Copilot — Whether you're an individual developer, startup, or engineering team, here are the most common mistakes to avoid when evaluating tools such as Cursor, GitHub Copilot, Windsurf, Claude Code, and similar products.
- Devin — Whether you're an individual developer, startup, or engineering team, here are the most common mistakes to avoid when evaluating tools such as Cursor, GitHub Copilot, Windsurf, Claude Code, and similar products.
- Claude — Whether you're an individual developer, startup, or engineering team, here are the most common mistakes to avoid when evaluating tools such as Cursor, GitHub Copilot, Windsurf, Claude Code, and similar products.
- GitLab
- Continue — Can you continue working without the assistant?
Common mistakes when buying an AI coding assistant include: Choosing based on demos or benchmarks alone. Test candidates on real repositories, languages, frameworks, bugs, and refactoring tasks; synthetic benchmarks may not reflect your workflow. Buying the cheapest—or most expensive—option without a pilot. Price does not reliably predict value. Run a short trial and measure accepted changes, test-pass rates, rework, review time, and total cost. Confusing context-window size with repository…
Buying an AI coding assistant can dramatically boost productivity, but organizations and individual developers frequently stumble into predictable traps. Below is a breakdown of the common mistakes, organized by expertise and adoption level. For Beginners & Individual Developers Ignoring context window limits : Expecting an assistant to understand an entire massive repository when it can only process a small window of code at a time. This leads to hallucinated functions or missing critical…
Citations
Sources the engines cited for this prompt.
| Source | Type | Citations | Cited by |
|---|---|---|---|
| aiplusinfo.com | Web | 1 | Perplexity |
| ciopages.com | Web | 1 | Perplexity |
| ctaio.dev | Web | 1 | ChatGPT |
| daily.dev | Web | 1 | ChatGPT |
| developertoolkit.ai | Web | 1 | ChatGPT |
| dev.to | Web | 1 | Perplexity |
| dupple.com | Web | 1 | Perplexity |
| ibm.com | Web | 1 | ChatGPT |
| jellyfish.co | Web | 1 | ChatGPT |
| kilo.ai | Brand site · Kilo Code | 1 | Perplexity |
| koder.ai | Web | 1 | Perplexity |
| maxtdesign.com | Web | 1 | Perplexity |
| minware.com | Web | 1 | ChatGPT |
| stackauthority.io | Web | 1 | ChatGPT |
| sxf.si | Web | 1 | Perplexity |
| useaitools.me | Web | 1 | Perplexity |
| vizleo.com | Web | 1 | Perplexity |
| warp.dev | Brand site · Warp | 1 | ChatGPT |