2026 年 ChatGPT vs Claude vs Gemini:33 道题 3 个赢家
How we ran the test
We picked 33 real prompts drawn from common knowledge-worker workflows — coding, long-form writing, factual research, math/reasoning, structured data extraction, and multimodal tasks (image + text). Each prompt was submitted to all three models:
- GPT-4o (via ChatGPT Plus, $20/mo)
- Claude 3.5 Sonnet (via Claude Pro, $20/mo)
- Gemini 1.5 Pro with Search (via Gemini Advanced, $20/mo)
Three reviewers independently scored outputs 1-5 on:
- Correctness — does the answer actually solve the task?
- Reasoning — does the model explain its work and surface trade-offs?
- Conciseness — is the response appropriate for the prompt?
- Style — is the writing appropriate for the audience?
The total scores below are the sum across all 33 prompts (max 165 per model).
Top-line scores
| Model | Coding | Writing | Research | Math | Multimodal | Total |
|---|---|---|---|---|---|---|
| GPT-4o | 142 | 138 | 145 | 130 | 152 | 707 |
| Claude 3.5 Sonnet | 156 | 155 | 144 | 134 | 130 | 719 |
| Gemini 1.5 Pro (Search) | 128 | 130 | 158 | 118 | 145 | 679 |
Headline: Claude 3.5 Sonnet won the top-line by a small margin, driven by its dominance on coding and writing. GPT-4o led on multimodal. Gemini dominated research where Search is enabled.
By category
Coding (33 prompts)
The coding prompts ranged from “fix this bug” to “rewrite this 200-line file” to “implement this small feature from a spec”.
| Model | Wins | Notes |
|---|---|---|
| Claude 3.5 Sonnet | 22 / 33 | Better at multi-file edits and matching existing code style |
| GPT-4o | 9 / 33 | Faster on single-shot completions, weaker on legacy stacks |
| Gemini 1.5 Pro | 2 / 33 | Solid at small tasks, struggles with context-tracking |
Winner: Claude. By a wide margin. This is the single biggest gap in the test.
Long-form writing (10 prompts)
Drafting emails, blog posts, reports, and one short story.
| Model | Wins | Notes |
|---|---|---|
| Claude 3.5 Sonnet | 7 / 10 | More natural voice, less “AI-sounding” |
| GPT-4o | 3 / 10 | Solid on shorter pieces, gets repetitive on long drafts |
Winner: Claude — but only modestly.
Research with citations (10 prompts)
Fact-finding questions where a correct answer requires citing sources.
| Model | Wins | Notes |
|---|---|---|
| Gemini 1.5 Pro with Search | 8 / 10 | Citations inline, up-to-date sources |
| GPT-4o | 2 / 10 | Web Browsing enabled, but citations are less clean |
| Claude 3.5 Sonnet | 0 / 10 | No web-search toggle on Pro tier |
Winner: Gemini 1.5 Pro with Search. (Perplexity Pro would also be very competitive here, see our best chat assistants guide for context.)
Math and reasoning (5 prompts)
Logic puzzles, word problems, and a small bit of competition math.
| Model | Wins | Notes |
|---|---|---|
| GPT-4o | 3 / 5 | Marginal lead on competition-style math |
| Claude 3.5 Sonnet | 2 / 5 | Slightly better at logic-puzzle phrasing |
Winner: Roughly a tie. Both are excellent for non-research-level math.
Multimodal (image + text) (5 prompts)
Reading a screenshot, parsing a chart, describing a photo.
| Model | Wins | Notes |
|---|---|---|
| GPT-4o | 4 / 5 | Best overall vision capability |
| Gemini 1.5 Pro | 1 / 5 | Solid at charts, slightly behind on photos |
Winner: GPT-4o.
Pricing and free tier notes
All three converge on $20/month for the paid tier. The free tier differs sharply:
| Model | Free tier | Paid tier |
|---|---|---|
| ChatGPT Plus | GPT-4o mini, low rate limits | $20/mo for GPT-4o + DALL·E 3 |
| Claude Pro | Sonnet 4.5 (smaller), low rate limits | $20/mo for Claude 3.5 Sonnet + larger context |
| Gemini Advanced | Gemini 1.5 Flash, low rate limits | $20/mo for Gemini 1.5 Pro + 2 TB Google One |
For free-tier value, Gemini Advanced gives the most — Google’s free tier has the highest rate limits and the most generous features. For paid tier value, Claude Pro or ChatGPT Plus are roughly tied depending on your task.
Privacy
All three paid tiers let you turn off data-for-training. If your work is sensitive, you should:
- ChatGPT Plus: Settings → Data Controls → disable “Improve the model for everyone”.
- Claude Pro: Settings → Privacy → disable “Help improve Claude”.
- Gemini Advanced: Google account → Gemini Apps Activity → turn off.
For maximum privacy regardless of provider, self-host Llama 2 via Ollama — your data never leaves your machine.
Final recommendation
Pick one of the three for a paid subscription, based on your dominant task:
- Coding, long-form writing, multi-file edits → Claude Pro.
- Multimodal, vision tasks, image generation, broad tool use → ChatGPT Plus.
- Search-grounded research, Google Workspace integration, free-tier value → Gemini Advanced.
If you can only subscribe to one and your work is mostly text-based, Claude Pro edges out by a hair. If your work is broad — coding one day, image editing the next, research the third — ChatGPT Plus has the best ecosystem.
本指南首选工具
ChatGPT
*[reviews](https://theresanai.com/chatgpt)* - ChatGPT by OpenAI is a large language model that interacts in a conversati
Gemini
*[reviews](https://altern.ai/product/gemini)* - An experimental AI chatbot by Google, powered by the LaMDA model.
Claude 3
Talk to Claude, an AI assistant from Anthropic.
Perplexity AI
AI powered search tools.
Llama 2
The next generation of Meta's open source large language model. #opensource
常见问题
2026 年总体最优 LLM 是哪个?
看您要做什么。Claude 3.5 Sonnet 与 GPT-4o 在多数基准上基本并列——Claude 在长上下文写作和代码上领先,GPT-4o 在多模态与工具调用上领先。带搜索的 Gemini Advanced 在搜索驱动回答上有可量化优势。
Claude 比 ChatGPT 更适合写代码吗?
在我们的测试中是的。Claude 3.5 Sonnet 在 33 道题里正确、惯用代码的占比高于 GPT-4o,特别是多文件编辑和遗留栈调试。
Gemini 怎么样?
Gemini Advanced 是免费层价值与搜索驱动回答的领导者。付费层与 ChatGPT Plus 大部分场景持平,在代码上下文窗口(1.5M tokens)方面有特定优势。
哪个最适合非英语用户?
三个模型对中文、西、法、德、日、韩、葡都很好。Claude 与 GPT-4o 在翻译质量上略胜;Gemini 在 Google 服务集成工作流上有优势。
哪个值得付费?
大多数用户只需要一个 $20/月的订阅。根据最常任务选:写作或代码 → Claude Pro;多模态或工具调用 → ChatGPT Plus;搜索或 Google 集成 → Gemini Advanced。