Still struggling with which AI tool to choose? DeepSeek,Gemini,Thousand Questions on Tongyi,Bean curd,Kimi... Mainstream AI tools on the market are blossoming with different features and dazzling promotional selling points. ButThere is no "best", only "most suitable"... What kind of AI partner do you need for creative inspiration, office productivity, code development or knowledge exploration? This article takes a look atCore Capabilities, Scenario-Specific Performance, Interactive Experience to Integration ScalabilityWe will clearly explain the five key dimensions of the five tools for you.Unique Strengths and Potential Shortcomings. After reading this article, you will probably stop being confused and pinpoint that AI engine that will most improve your productivity.
Deepseek
Comprehensive Benefits
1. Outstanding code ability: excellent performance in code generation, interpretation, and completion (based on actual test results)
2. Chinese comprehension and production: a good grasp of Chinese context and expression habits.
3. Openness: provides a powerful open source model , developers to facilitate customization and research .
potential drawback
1. Scope of knowledge/timeliness: Slightly insufficient knowledge extraction capability when searching in the network.
2. English or other languages: Although it supports multiple languages, the best performance is focused on Chinese and code.
3. Response and reasoning speed: the actual use of the response is slower, R1 reasoning longer, the experience is worse (does not involve complex logical reasoning problems recommended not to use the R1 reasoning model).
Scene-specific performance
1. Highly recommended: programming assistance, code learning, Chinese content generation, technical documentation writing.
2. Competent in: general questions and answers, text summarization, information extraction.
3. Be cautious: API calls without network search capabilities, time-sensitive question-answering capabilities are weak, and R1 is more serious than the V3 model hallucination
Ease of use and interactive experience
1. Interaction flow: support multi-round dialog memory, with history, parameter adjustment and other convenient functions.
2. Interaction experience: DeepSeek R1 has a slow response time and the overall stability of the tool is average. When generating a web page, you can run the display with one click, which improves the ease of use of the tool.
Integration and API Capabilities
1. Link to development platform: https://platform.deepseek.com/
2. API availability: stable output, well-documented instructions.
3. Integration ecology: API compatible with openai call, good ecology
4. Developer friendliness: high quality documentation, good community support, powerful APIs (e.g., streaming output, function calls).
Gemini
Comprehensive Benefits
1. Outstanding code capability:Gemini 2.5 Pro Preview05-06, excels in code generation, interpretation, and complementation, and overall outperforms other similar models, such as DeepSeek, GPT, and Claude.
2. Knowledge Scope/Timeliness: Gemini's full range of built-in networked searches provide better timeliness and coverage of knowledge, and excellent knowledge summarization capabilities.
3.Creative Writing/Multimodal:Good multimodal understanding and creative skills.
potential drawback
1. Openness:No open source model is provided, which is not conducive to developers' customization and research.
2. Response speed: scientific Internet access is required, the actual use of the response speed is strongly correlated with the network conditions.
Scene-specific performance
1. Recommendations:Programming assistance, code learning, content generation, integrated planning, program planning.
2. Competent in: general questions and answers, text summarization, information extraction.
Ease of use and interactive experience
1. Interaction flow: smooth input and output, support multi-round dialog memory, with history, character selection (Gem) and other convenient functions.
2. Interactive experience: the tool platform is slow to respond, smooth and stable when generating.
Integration and API Capabilities
1. Link to development platform: https://ai.google.dev/gemini-api/docs/quickstart
2. API usability: the degree of output stability associated with network conditions and Internet tools, well-documented instructions.
3. Integration ecology: compatible with openai call, good ecology.
4. Developer friendliness: high quality documentation, powerful APIs (such as streaming output, function calls, etc.).
Thousand Questions on Tongyi
Comprehensive Benefits
1. Response speed: the actual use of the response and reply output speed is faster, inference mode, the response speed is twice as fast as DeepSeek R1.
2. Mixed Reasoning Mode: The ability to seamlessly switch between Thinking Mode (for complex logical reasoning, math, and coding) and Non-Thinking Mode (for efficient general-purpose chat) ensures optimal performance in a variety of scenarios.
3. Outstanding code capability: After turning on the code mode, it excels in code generation, interpretation and completion.
4. Significant enhancement of the capabilities of the intelligentsia: support for precise integration with external tools in both thinking and non-thinking modes.
5. Openness: provides a series of open source models, and continues to introduce the latest models to facilitate developers to customize and research.
potential drawback
1. Knowledge timeliness:The ability to summarize knowledge from web searches is average after turning on networked searches.
Scene-specific performance
1. Highly recommended: code learning, multi-language scenarios, role-playing.
2. Competent in: general questions and answers, creative writing, information extraction, and coordination and planning.
Ease of use and interactive experience
1. Interaction experience:Very fast in inference mode, smooth in generation, general functional stability.
2. Interaction process: smooth input and output, support for multiple rounds of dialog memory, history and other convenient features.
Integration and API Capabilities
1. Link to development platform: https://bailian.console.aliyun.com/
2. API usability: batch request output stability is good, well-documented.
3. Integration ecology: compatible with openai call, good ecology.
4. developer friendliness: high quality documentation, provide model selection suggestions, powerful API (support networking search, streaming output, function calls, etc.).
Bean curd
Comprehensive Benefits
1.Task-specific performance:In deep thinking mode, logical reasoning and math problems have an advantage, reaching DeepSeek R1 level.
2. Response speed: the actual use of the response and reply output speed is faster.
3. Outstanding code capability: After turning on the code mode, it excels in code generation, interpretation and completion, and shows the drawing and page code with one click.
potential drawback
1. Openness:There are fewer open source models, which is not conducive to developers' customization and research.
2. Intent recognition: weak ability to recognize the intent of long text prompts.
3. Knowledge timeliness:The ability to summarize knowledge from web searches after turning on networked searches is average.
Scene-specific performance
1. Highly recommended: mind mapping, PPT creation, knowledge-based learning, content generation.
2. Can be competent: general questions and answers, text summary, information extraction, child counseling, life assistant.
3. Caution is required: highly creative artistry.
Ease of use and interactive experience
1. Interaction flow: smooth output, support for multiple rounds of dialog memory, history, favorite dialogs, edit and one-click download reply content and other convenient features.
2. Interactive experience: faster response speed, smooth and stable when generating. Desktop PC selected text pop-up shortcut menu function.
Integration and API Capabilities
1. Link to development platform: https://console.volcengine.com/ark
2. API usability: batch request output stability is good, well-documented, provide API examples.
3. Integration ecology: compatible with openai call, good ecology.
4. developer friendliness: high quality documentation, provide model selection suggestions, powerful API (support networking search, streaming output, function calls, etc.).
Kimi
Comprehensive Benefits
1. Long Context Support: Native support for ultra-long text input and comprehension, good at handling complex documents and deep conversations.
2. Response speed: the actual use of the response and reply output speed is faster.
3. Chinese Comprehension and Generation: A good grasp of the Chinese context and expression habits.
potential drawback
1. Openness:No open source model is provided, which is not conducive to developers' customization and research.
2. Knowledge timeliness:The ability to summarize knowledge from web searches after turning on networked searches is average.
Scene-specific performance
1. Highly recommended:PPT creation, code learning, content generation.
2. Competent in: general questions and answers, text summarization, information extraction.
Ease of use and interactive experience
1. Interaction flow: smooth input and output, support for multiple rounds of dialog memory, with history and other convenient features.
2. Interactive experience: faster response speed, smooth generation, general stability.
Integration and API Capabilities
1. Link to development platform: https://platform.moonshot.cn/
2. API usability: batch request output stability is good, well-documented.
3. Integration ecology: compatible with openai call, good ecology.
4. Developer friendliness: high quality documentation, powerful API (support for networking search, streaming output, function calls, etc.).
Core findings
DeepSeek:Strong ability, hexagonal warrior, especially code and logical reasoning, output content style in line with national expression habits.
Gemini:Superb coding and planning skills, long text comprehension and in-depth research, superbly suited to complex reasoning work.
A thousand questions on the general meaning:Qwen3 reasoning is fast and can be controlled, the tool API is cost-effective, and the model is updated and iterated quickly.
Beanbag:Text understanding and generation is weaker than DeepSeek, but its tools are better integrated.
Kimi:kimi1.5 long better thinking ability, language style in line with the national expression habits, more funny, with long text comprehension ability.