Technical observation / public opinion survey
September 2026 survey: what Chinese and English internet discussions care about in AI development frontends
This is a September 2026 survey, not a benchmark. It reads the public record around four AI development entry points and asks which qualities people repeatedly reward or worry about when the task is real frontend and product work.
Read Chinese versionMethod
Each source was coded across six shared dimensions on a -2 to +2 sentiment scale. The displayed score is 5 + 2.5 × average sentiment, so 5 is neutral and 10 is strongly positive. Every product in each language has four independent opinion sources and at least three covered sources per dimension.
The radar scores are directional summaries of public discussion, not claims that one tool is universally better. Official materials are used for product-boundary checks only and are not included in sentiment scoring.
Language Split
Chinese discussions lean toward workflow tutorials, quota pressure, and practical reliability. English discussions more often compare agent autonomy, codebase behavior, and tool fit in ongoing projects.
Product Read
Codex
Code agent and engineering workflow
Chinese discussion
中英文讨论都把 Codex 放在真实项目和 CLI 工作流里看待；英文样本对代理完成度与代码质量更乐观，中文样本更在意实践路径和可控性。
English discussionBoth language spaces discuss Codex as a real-project and CLI workflow tool. English sources are warmer on agency and code quality, while Chinese sources spend more attention on practice patterns and control.
Claude Code
Terminal-first project agent
Chinese discussion
Claude Code 在任务推进、代码理解和复杂工程协作上得分稳定偏高；争议集中在成本、额度、长任务稳定性和团队可审计边界。
English discussionClaude Code scores steadily high on task progress, code understanding, and complex project work. Debate clusters around cost, quota, long-running reliability, and auditable team boundaries.
Grok App / Grok Build
App generation and Build Mode
Chinese discussion
Grok 的视觉与快速原型讨论最热，尤其在 App / Build 场景；但代码可维护性、稳定性和深度工程适配仍被反复质疑。
English discussionGrok draws the warmest visual and rapid-prototype discussion, especially around App and Build surfaces. Maintainability, stability, and deeper engineering fit remain recurring concerns.
Google Antigravity
Browser-agent and IDE experiment
Chinese discussion
Antigravity 被看作有想象力的浏览器代理入口，视觉和工作流概念有亮点；样本中的主要负面来自生态规模、稳定性、额度和生产价值不确定。
English discussionAntigravity is treated as an imaginative browser-agent entry point with interesting visual and workflow ideas. The main negatives in the sample are ecosystem scale, stability, quota, and unclear production value.
Radar Charts
Chinese internet survey
0, 2, 4, 6, 8, 10. Five is the neutral position.
LegendCodexClaude CodeGrok App / Grok BuildGoogle Antigravity
| Tool | Visual and design finish | Task completion and agent autonomy | Code quality and maintainability | Tool integration and workflow fit | Stability, safety, and control | Cost, quota, and production value |
|---|---|---|---|---|---|---|
| Codex | 8.1 (n=4) | 7.5 (n=4) | 8.1 (n=4) | 8.1 (n=4) | 5.0 (n=4) | 5.6 (n=4) |
| Claude Code | 6.9 (n=4) | 8.8 (n=4) | 8.8 (n=4) | 7.5 (n=4) | 5.0 (n=4) | 3.8 (n=4) |
| Grok App / Grok Build | 8.8 (n=4) | 6.9 (n=4) | 4.4 (n=4) | 6.9 (n=4) | 3.8 (n=4) | 6.9 (n=4) |
| Google Antigravity | 8.1 (n=4) | 6.9 (n=4) | 5.0 (n=4) | 6.9 (n=4) | 2.5 (n=4) | 3.8 (n=4) |
English internet survey
0, 2, 4, 6, 8, 10. Five is the neutral position.
LegendCodexClaude CodeGrok App / Grok BuildGoogle Antigravity
| Tool | Visual and design finish | Task completion and agent autonomy | Code quality and maintainability | Tool integration and workflow fit | Stability, safety, and control | Cost, quota, and production value |
|---|---|---|---|---|---|---|
| Codex | 6.9 (n=4) | 8.8 (n=4) | 8.8 (n=4) | 8.8 (n=4) | 5.6 (n=4) | 3.8 (n=4) |
| Claude Code | 6.9 (n=4) | 9.4 (n=4) | 8.8 (n=4) | 9.4 (n=4) | 5.6 (n=4) | 3.1 (n=4) |
| Grok App / Grok Build | 8.8 (n=4) | 6.9 (n=4) | 4.4 (n=4) | 7.5 (n=4) | 3.8 (n=4) | 6.3 (n=4) |
| Google Antigravity | 8.1 (n=4) | 8.1 (n=4) | 5.0 (n=4) | 8.8 (n=4) | 2.5 (n=4) | 3.8 (n=4) |
Source Index
The table keeps the public source list visible so readers can inspect coverage and weighting. Sources marked as official fact checks are not scored.
| ID | Language | Product | Source | Date | Type | Coverage | Open |
|---|---|---|---|---|---|---|---|
CN CODEX 1 | Chinese | Codex Codex | AIHO 独立评测 Codex 深度评测：从代码生成到工程协作 | 2026-06-16 | Independent review | Visual and design finish, Task completion and agent autonomy, Code quality and maintainability, Tool integration and workflow fit, Stability, safety, and control, Cost, quota, and production value | Open |
CN CODEX 2 | Chinese | Codex Codex | V2EX 社区作者 最近大家用 Codex 做什么 | 2026-06-16 | Community discussion | Visual and design finish, Task completion and agent autonomy, Code quality and maintainability, Tool integration and workflow fit, Stability, safety, and control, Cost, quota, and production value | Open |
CN CODEX 3 | Chinese | Codex Codex | 36氪作者 OpenAI Codex 5.5：开发者如何使用代码代理 | 2026-06-13 | Independent review | Visual and design finish, Task completion and agent autonomy, Code quality and maintainability, Tool integration and workflow fit, Stability, safety, and control, Cost, quota, and production value | Open |
CN CODEX 4 | Chinese | Codex Codex | LINUX DO 社区作者 Claude Code 与 Codex 的使用比较 | 2026-07-08 | Community discussion | Visual and design finish, Task completion and agent autonomy, Code quality and maintainability, Tool integration and workflow fit, Stability, safety, and control, Cost, quota, and production value | Open |
CN CLAUDE 1 | Chinese | Claude Code Claude Code | LINUX DO 社区作者 Claude Code 实战体验与问题记录 | 2026-06-17 | Community discussion | Visual and design finish, Task completion and agent autonomy, Code quality and maintainability, Tool integration and workflow fit, Stability, safety, and control, Cost, quota, and production value | Open |
CN CLAUDE 2 | Chinese | Claude Code Claude Code | ClaudeCN 社区作者 Claude Code 使用指南与真实体验 | 2026-06-13 | Independent review | Visual and design finish, Task completion and agent autonomy, Code quality and maintainability, Tool integration and workflow fit, Stability, safety, and control, Cost, quota, and production value | Open |
CN CLAUDE 3 | Chinese | Claude Code Claude Code | LINUX DO 社区作者 Claude Code 与 Codex 的使用比较 | 2026-07-08 | Community discussion | Visual and design finish, Task completion and agent autonomy, Code quality and maintainability, Tool integration and workflow fit, Stability, safety, and control, Cost, quota, and production value | Open |
CN CLAUDE 4 | Chinese | Claude Code Claude Code | Omid 独立评测 Claude Code 真实使用体验：优点与限制 | 2026-07-10 | Independent review | Visual and design finish, Task completion and agent autonomy, Code quality and maintainability, Tool integration and workflow fit, Stability, safety, and control, Cost, quota, and production value | Open |
CN GROK 1 | Chinese | Grok App / Grok Build Grok App / Grok Build | LINUX DO 社区作者 Grok 4.5 / Grok Build 反馈 | 2026-07-09 | Community discussion | Visual and design finish, Task completion and agent autonomy, Code quality and maintainability, Tool integration and workflow fit, Stability, safety, and control, Cost, quota, and production value | Open |
CN GROK 2 | Chinese | Grok App / Grok Build 开发者向 Grok Build | LINUX DO 社区作者 Grok Build 开发者向体验 | 2026-07-17 | Community discussion | Visual and design finish, Task completion and agent autonomy, Code quality and maintainability, Tool integration and workflow fit, Stability, safety, and control, Cost, quota, and production value | Open |
CN GROK 3 | Chinese | Grok App / Grok Build Grok Build Mode | LINUX DO 社区作者 深度使用 Grok Build 的反馈 | 2026-07-30 | Community discussion | Visual and design finish, Task completion and agent autonomy, Code quality and maintainability, Tool integration and workflow fit, Stability, safety, and control, Cost, quota, and production value | Open |
CN GROK 4 | Chinese | Grok App / Grok Build Grok App | ChatGPT 中文社区作者 Grok App 的应用生成体验 | 2026-08-25 | Independent review | Visual and design finish, Task completion and agent autonomy, Code quality and maintainability, Tool integration and workflow fit, Stability, safety, and control, Cost, quota, and production value | Open |
CN ANT 1 | Chinese | Google Antigravity Antigravity IDE | LINUX DO 社区作者 Antigravity 使用反馈 | 2026-06-16 | Community discussion | Visual and design finish, Task completion and agent autonomy, Code quality and maintainability, Tool integration and workflow fit, Stability, safety, and control, Cost, quota, and production value | Open |
CN ANT 2 | Chinese | Google Antigravity Antigravity IDE | LINUX DO 社区作者 Antigravity 初体验与额度讨论 | 2026-06-22 | Community discussion | Visual and design finish, Task completion and agent autonomy, Code quality and maintainability, Tool integration and workflow fit, Stability, safety, and control, Cost, quota, and production value | Open |
CN ANT 3 | Chinese | Google Antigravity Antigravity IDE | LINUX DO 社区作者 Antigravity 浏览器代理体验 | 2026-07-08 | Community discussion | Visual and design finish, Task completion and agent autonomy, Code quality and maintainability, Tool integration and workflow fit, Stability, safety, and control, Cost, quota, and production value | Open |
CN ANT 4 | Chinese | Google Antigravity Antigravity IDE | RTXK 独立评测 Google Antigravity 使用评测 | 2026-08-26 | Independent review | Visual and design finish, Task completion and agent autonomy, Code quality and maintainability, Tool integration and workflow fit, Stability, safety, and control, Cost, quota, and production value | Open |
EN CODEX 1 | English | Codex Codex | Reddit / r/codex 社区作者 Codex is getting better | 2026-07-04 | Community discussion | Visual and design finish, Task completion and agent autonomy, Code quality and maintainability, Tool integration and workflow fit, Stability, safety, and control, Cost, quota, and production value | Open |
EN CODEX 2 | English | Codex Codex | Reddit / r/codex 社区作者 UX/UI discussion | 2026-08-15 | Community discussion | Visual and design finish, Task completion and agent autonomy, Code quality and maintainability, Tool integration and workflow fit, Stability, safety, and control, Cost, quota, and production value | Open |
EN CODEX 3 | English | Codex Codex | Reddit / r/codex 社区作者 Frontend/UI skill discussion | 2026-08-30 | Community discussion | Visual and design finish, Task completion and agent autonomy, Code quality and maintainability, Tool integration and workflow fit, Stability, safety, and control, Cost, quota, and production value | Open |
EN CODEX 4 | English | Codex Codex | Vibe Coding 独立评测 OpenAI Codex review | 2026-06-19 | Independent review | Visual and design finish, Task completion and agent autonomy, Code quality and maintainability, Tool integration and workflow fit, Stability, safety, and control, Cost, quota, and production value | Open |
EN CLAUDE 1 | English | Claude Code Claude Code | Reddit / r/ClaudeCode 社区作者 Claude Code 5.6 is finally good at frontend | 2026-07-08 | Community discussion | Visual and design finish, Task completion and agent autonomy, Code quality and maintainability, Tool integration and workflow fit, Stability, safety, and control, Cost, quota, and production value | Open |
EN CLAUDE 2 | English | Claude Code Claude Code | Reddit / r/ClaudeCode 社区作者 Claude Code workflow discussion | 2026-07-15 | Community discussion | Visual and design finish, Task completion and agent autonomy, Code quality and maintainability, Tool integration and workflow fit, Stability, safety, and control, Cost, quota, and production value | Open |
EN CLAUDE 3 | English | Claude Code Claude Code | Reddit / r/ClaudeCode 社区作者 Claude Code reliability discussion | 2026-08-07 | Community discussion | Visual and design finish, Task completion and agent autonomy, Code quality and maintainability, Tool integration and workflow fit, Stability, safety, and control, Cost, quota, and production value | Open |
EN CLAUDE 4 | English | Claude Code Claude Code | Builder.io 独立评测 Claude Code in a real codebase | 2026-08-21 | Independent review | Visual and design finish, Task completion and agent autonomy, Code quality and maintainability, Tool integration and workflow fit, Stability, safety, and control, Cost, quota, and production value | Open |
EN GROK 1 | English | Grok App / Grok Build Grok Build Mode | Kompozy 独立评测 Grok Build Mode Review | 2026-07-29 | Independent review | Visual and design finish, Task completion and agent autonomy, Code quality and maintainability, Tool integration and workflow fit, Stability, safety, and control, Cost, quota, and production value | Open |
EN GROK 2 | English | Grok App / Grok Build Grok Build Mode | Reddit / r/grok 社区作者 Grok Build Mode is surprisingly good | 2026-06-17 | Community discussion | Visual and design finish, Task completion and agent autonomy, Code quality and maintainability, Tool integration and workflow fit, Stability, safety, and control, Cost, quota, and production value | Open |
EN GROK 3 | English | Grok App / Grok Build Grok App | Reddit / r/grok 社区作者 Grok App building tools | 2026-07-06 | Community discussion | Visual and design finish, Task completion and agent autonomy, Code quality and maintainability, Tool integration and workflow fit, Stability, safety, and control, Cost, quota, and production value | Open |
EN GROK 4 | English | Grok App / Grok Build Grok Build | Awesome Agents 独立评测 Grok Build Mode Review | 2026-07-15 | Independent review | Visual and design finish, Task completion and agent autonomy, Code quality and maintainability, Tool integration and workflow fit, Stability, safety, and control, Cost, quota, and production value | Open |
EN ANT 1 | English | Google Antigravity Antigravity IDE | Dynalord 独立评测 Google Antigravity Review 2026 | 2026-07-24 | Independent review | Visual and design finish, Task completion and agent autonomy, Code quality and maintainability, Tool integration and workflow fit, Stability, safety, and control, Cost, quota, and production value | Open |
EN ANT 2 | English | Google Antigravity Antigravity IDE | Reddit / r/GoogleAntigravityIDE 社区作者 Why does Antigravity have so few users? | 2026-09-08 | Community discussion | Visual and design finish, Task completion and agent autonomy, Code quality and maintainability, Tool integration and workflow fit, Stability, safety, and control, Cost, quota, and production value | Open |
EN ANT 3 | English | Google Antigravity Antigravity IDE | Reddit / r/GoogleAntigravityIDE 社区作者 Antigravity frontend workflow | 2026-07-19 | Community discussion | Visual and design finish, Task completion and agent autonomy, Code quality and maintainability, Tool integration and workflow fit, Stability, safety, and control, Cost, quota, and production value | Open |
EN ANT 4 | English | Google Antigravity Antigravity IDE | Official AI Rankings 独立评测 Google Antigravity review and limits | 2026-07-20 | Independent review | Visual and design finish, Task completion and agent autonomy, Code quality and maintainability, Tool integration and workflow fit, Stability, safety, and control, Cost, quota, and production value | Open |
FACT GROK 1 | English | Grok App / Grok Build Grok Build Mode | xAI Introducing Build Mode | 2026-07-28 | Official material (fact check) | Fact check only; not included in opinion scoring | Open |
FACT GROK 2 | English | Grok App / Grok Build Grok Build | xAI Grok Build 开源 | 2026-07-15 | Official material (fact check) | Fact check only; not included in opinion scoring | Open |
FACT ANT 1 | English | Google Antigravity Antigravity IDE | Google Antigravity Frontend use case | 2026-06-20 | Official material (fact check) | Fact check only; not included in opinion scoring | Open |
Reading Boundary
Treat this as a map of public concerns in September 2026: useful for choosing evaluation criteria, not a substitute for testing each tool against your own repository, budget, and release process.