There are two things you fear most when choosing an intelligent customer service tool: the functions look similar, but you find that the channel cannot be accessed after it goes online; or you pay an annual fee per seat, but the AI solution rate does not increase. This article makes a neutral comparison of the six types of mainstream smart customer service tools in 2025, and provides selection dimensions, recommended combinations by scenario, and cost structure breakdown, and is used in conjunction with “Complete tutorial on building a smart customer service system without code“. Specific prices and functions are updated frequently, and the following real-time information from each official website shall prevail.
1. First distinguish the six types of tools and do not compare different species.
- AI agent construction platform (Coze, Dify, Tencent Yuanqi): Essentially a “platform for building robots”, it is highly flexible and requires you to configure your own knowledge base and processes.
- AI version of traditional customer service system (NetEase Qiyu, Xiaoduo, Meiqia, etc.): comes with work orders, manual agents, and call centers. AI is an incremental capability.
- AI functions of overseas customer service SaaS (Zendesk AI, Intercom Fin): mature products, strong multi-language capabilities, relatively expensive billing based on solution volume, domestic access and compliance need to be evaluated.
- Overseas lightweight AI customer service (Tidio, etc.): Shopify and other independent stations have good ecological integration and are suitable for small cross-border teams.
- Cloud vendor solutions (Alibaba Cloud Bailian, Tencent Cloud, Huawei Cloud): Deeply integrated with its own cloud ecosystem, suitable for enterprises that have already migrated to the cloud.
- Customized development/privatization: For companies with sensitive data or special processes, one-time investment + operation and maintenance.
2. Comparison of core dimensions (compilation of public information in 2025)
| Tool type/representative | Deployment method | Knowledge base configuration | Main channel | Billing mode | More suitable |
|---|---|---|---|---|---|
| Coze (button) | Public cloud | Visualization, document/form/webpage | Webpage, Feishu, WeChat ecosystem, Douyin, etc. | Free quota + pay-as-you-go/subscription | Quick verification, small and medium-sized enterprises, domestic multiple channels |
| Dify | Public cloud/open source and self-built | RAG has strong capabilities and can be adjusted in depth | API/webpage, channels need to be connected by yourself | Cloud version subscription; open source and free (own server) | Have technical personnel, need data independence |
| NetEase Qiyu/Xiaoduo, etc. | Cloud-based, partial support for specialization | Industry templates are relatively mature | Webpage, phone, WeChat, e-commerce platform | Annual seat fee + AI value-added | Medium-to-large teams that require manual + AI + ticket integration |
| Zendesk AI / Intercom Fin | Overseas cloud | Mature, deeply integrated with work orders | Overseas mainstream channels, email, WhatsApp, etc. | Seat fee + billing based on AI solution session volume | Cross-border business, overseas customers, sufficient budget |
| Tidio and other lightweight tools | Overseas cloud | Simple FAQ mainly | Independent stations, web pages, overseas social media | Low threshold subscriptions | Cross-border stores, low consultation volume |
| Cloud vendors (Bailian/Tencent Cloud, etc.) | Public cloud/proprietary cloud | Comprehensive enterprise-level components | API-based, in line with its own ecology | Based on call volume + resource fee | Enterprises that have deeply used the cloud |
| Customized privatization | Intranet/private cloud | Completely customized according to business | Any, including internal system | Project system + annual operation and maintenance | Financial/medical/large groups, strong compliance |
Note: Each company’s functions are iterating quickly. Before signing, please verify four hard indicators with official documents – whether the channel you need is natively supported, knowledge base capacity and format restrictions, whether the data is used for model training, and whether the AI fee is packaged or charged separately.
3. Recommended combinations according to scenarios
- The budget is 0, verify the value first: Coze free quota or Dify open source and self-built, organize 50-100 FAQs by yourself, and go online in grayscale within 1 week.
- Domestic small and medium-sized enterprises, webpage + public account + enterprise micro: Coze platform starts; when the volume of consultation is large and work orders and manual scheduling are needed, upgrade to Qiyu/Xiaoduo integrated system.
- E-commerce scenarios (Taobao/JD.com/Douyin): Prioritize the platform’s official robots and tools with strong e-commerce genes such as Xiaoduo. Native channel support is more important than AI capabilities.
- Cross-border e-commerce/overseas SaaS: For independent sites, choose lightweight solutions such as Tidio or Zendesk/Intercom. Calculate the budget and single-session solution costs first.
- Having an IT team and sensitive data: Dify starts with privatized deployment; when the needs exceed knowledge base Q&A (requiring ERP/CRM, complex approval), it switches to customized development. For the path, please refer to “Low-code platform development AI application tutorial“.
4. Cost structure: The quotation should be taken apart and read
- Platform/agent fee: Traditional customer service systems are calculated based on the annual fee for manual agents, and AI functions are often calculated separately.
- AI solution volume fee: The mainstream model for overseas products is to charge based on the number of sessions independently processed by AI. When the volume increases, the cost may exceed the seat fee. You must make a 12-month calculation based on your own consultation volume.
- Model call fee: Platform products are billed by token/number of calls, and long documents and multiple rounds of sessions consume significant amounts.
- Implementation and training fees: Whether industry templates, knowledge base initialization, and process configuration are included in the first-year fee.
- Hidden costs: 0.5–1 day of knowledge base maintenance manpower per week, which cannot be saved by any tool.
5. 7 verification actions during model selection
- Use the same batch of 50 real historical questions, conduct parallel tests on 2-3 candidate tools, and compare the accuracy of one answer.
- Actual measurement and super-category problem: Can it be converted into manual work correctly instead of making it up?
- Test your channels: click on the public account menu jump, Douyin private message, and Qiwei sidebar.
- Confirm data terms: conversation data ownership, retention period, and whether it will be used for training.
- It is required to see the background data dashboard of real customers (resolution rate, labor transfer rate), not the demo account.
- The full-load monthly fee is estimated based on the peak consultation volume, including AI solution volume and calling fees.
- Ask about the exit mechanism: whether the knowledge base and logs can be exported to avoid being locked.
FAQ
How to choose between platforms such as Coze and Dify and customer service systems such as Qiyu and Zendesk?
The core depends on the weight of human agents and work orders. Only AI response is required, the amount of labor is small, and the platform type is flexible and saves money; if you already have or need a complete call center, work order, and scheduling system, choose an integrated customer service system with AI as one of the layers.
Overseas tools are fast and good. Can domestic companies use them directly?
Cross-border business is possible; when serving domestic users, it is necessary to evaluate access stability, cross-border data compliance, domestic channel support and Chinese industry knowledge. In most cases, a comprehensive experience with domestic tools is more appropriate.
Can free tools be used for a long time?
Able to undertake small-scale scenarios, but pay attention to the upper limit of free quota, brand exposure, data terms and functional restrictions; when business becomes critical, it should be promptly migrated to paid or privatized plans to avoid quota changes affecting services.
Do I still need custom development after buying the tool?
When AI needs to query/write internal systems such as orders, inventory, CRM, etc., or requires privatized deployment, standard tools will hit the ceiling. At this time, it is usually “tool + custom integration” or direct customization.
What are most easily overlooked by assessment tools?
Knowledge base operating costs and exit mechanism. The effectiveness of AI depends on continuous maintenance. No matter how good the tool is without operational investment, it will degrade; and tools that cannot export data will be very expensive to migrate.
It is recommended that the 7 verification actions in this article be made into a selection score sheet and let candidate suppliers go through it on site. Juzhao Data also provides customized integration and privatization solutions for intelligent customer service scenarios, which is suitable for enterprises where standard tools cannot meet system integration or data security requirements.
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