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2026 年 ChatGPT vs Claude vs Gemini:33 道题 3 个赢家

· 11 分钟阅读

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:

  1. Correctness — does the answer actually solve the task?
  2. Reasoning — does the model explain its work and surface trade-offs?
  3. Conciseness — is the response appropriate for the prompt?
  4. 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

ModelCodingWritingResearchMathMultimodalTotal
GPT-4o142138145130152707
Claude 3.5 Sonnet156155144134130719
Gemini 1.5 Pro (Search)128130158118145679

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”.

ModelWinsNotes
Claude 3.5 Sonnet22 / 33Better at multi-file edits and matching existing code style
GPT-4o9 / 33Faster on single-shot completions, weaker on legacy stacks
Gemini 1.5 Pro2 / 33Solid 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.

ModelWinsNotes
Claude 3.5 Sonnet7 / 10More natural voice, less “AI-sounding”
GPT-4o3 / 10Solid 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.

ModelWinsNotes
Gemini 1.5 Pro with Search8 / 10Citations inline, up-to-date sources
GPT-4o2 / 10Web Browsing enabled, but citations are less clean
Claude 3.5 Sonnet0 / 10No 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.

ModelWinsNotes
GPT-4o3 / 5Marginal lead on competition-style math
Claude 3.5 Sonnet2 / 5Slightly 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.

ModelWinsNotes
GPT-4o4 / 5Best overall vision capability
Gemini 1.5 Pro1 / 5Solid 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:

ModelFree tierPaid tier
ChatGPT PlusGPT-4o mini, low rate limits$20/mo for GPT-4o + DALL·E 3
Claude ProSonnet 4.5 (smaller), low rate limits$20/mo for Claude 3.5 Sonnet + larger context
Gemini AdvancedGemini 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 editsClaude Pro.
  • Multimodal, vision tasks, image generation, broad tool useChatGPT Plus.
  • Search-grounded research, Google Workspace integration, free-tier valueGemini 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

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。