2026 China AI Coding Plan Comparison: Developer's Complete Guide to Avoid Pitfalls
Introduction
From late 2025 to early 2026, domestic AI large model manufacturers in China have intensively focused on the AI programming赛道, launching Coding Plan subscription packages targeted at developers. These plans replace traditional token-based billing with fixed monthly fees, dramatically lowering the usage threshold for AI-assisted programming.
However, the market is flooded with diverse packages featuring vastly different pricing, quotas, and model support. Many contain billing traps that 90% of developers easily fall into.
This article focuses on six mainstream domestic platforms—Alibaba Cloud Bailian, Volcano Ark (ByteDance), Zhipu GLM, Kimi (Moonshot AI), MiniMax, and Infini (WuWenXinQiong)—conducting comprehensive horizontal comparison across five core dimensions: pricing strategy, quota mechanisms, supported models, tool adaptation, and user reputation. This helps you precisely match the suitable package and avoid wasting money.
Core Prerequisites: Understanding 3 Billing Traps to Avoid Being "Misled by Numbers"
Before comparison, it's essential to clarify: each platform uses completely different measurement units. Direct number comparison is meaningless—this is the easiest pitfall! Here are 3 key concepts to help you quickly convert:
API Request Count
Adopted by: Alibaba Cloud Bailian, Volcano Ark, Infini
One user question (Prompt) triggers 5-30 model calls backend (analyzing context, generating code, correcting errors, etc.). 1 call = 1 API request.
Prompt Count
Adopted by: Zhipu GLM, MiniMax
One Prompt equals one user question. Backend bundles 15-20 model calls, equivalent to 1200-1600 API requests (roughly aligned with Bailian Lite tier's 5-hour quota).
Token Measurement
Adopted by: Kimi (switched completely on January 28, 2026)
Billed by input/output tokens, counting only tokens that miss cache (cache hit rate directly affects actual quota). Currently running a limited-time 3x quota promotion (until February 28). After promotion ends, quota will shrink to 1/3.
Comprehensive Comparison of 6 Mainstream Coding Plan Packages
Core Information Summary Table (February 2026 Latest Version)
Note: All prices in "CNY/month". First-month discounts apply to new users only; existing subscribers maintain original prices. Quotas reflect entry-level (Lite/Starter) core data; Pro and above tiers are approximately 5x entry-level, subject to official specifications.
| Platform | Entry Monthly Price (Regular/First) | Billing Unit | Core Quota (Entry) | Supported Core Models | Adapted Tools | Core Highlights | Main Drawbacks |
|---|---|---|---|---|---|---|---|
| Alibaba Cloud Bailian | 40 / 7.9 (first month lowest) | API requests | 1200 per 5h, 9000/week, 18000/month | Qwen3.5-Plus, Qwen3-Coder-Next, GLM-4.7, Kimi-K2.5 | 4+ (Claude Code, Cline, OpenClaw, etc.) | Lowest first-month price, rich model variety, strong stability via Alibaba Cloud infrastructure | Only supports main account, no RAM sub-users; incomplete configuration documentation, difficult for beginners; no cancellation/refund policy |
| Volcano Ark (ByteDance) | 40 / 8.91 (first month) | API requests | 1200 per 5h, 9000/week, 18000/month (same as Bailian) | Doubao-Seed-Code, DeepSeek-V3.2, GLM-4.7, Kimi-K2.5 (Auto smart scheduling) | 7+ (Claude Code, Cursor, Cline, etc.) | Most model variety, supports Auto mode for automatic optimal model matching, simple configuration (2 steps) | Overselling issues, slow responses, frequent 400/429 errors; default model engineering capability weak; strict refund terms |
| Zhipu GLM | 49 / None (price increase Feb 12, first-purchase discount cancelled) | Prompt count | 80 per 5h, 400/week (no monthly limit) | GLM-4.7 (all tiers), GLM-5 (Max tier only, 754B parameters) | 20+ (Claude Code, Cline, CodeGeeX, etc.) | Pure self-developed models, widest tool adaptation, free MCP toolchain, strong GLM-5 performance | 30%+ cost-performance decline after price increase; GLM-5 quota deduction complex (3x peak, 2x off-peak); strict weekly limits for new users |
| Kimi (Moonshot AI) | 49 (Andante tier) / None (limited 3x quota) | Token (switched 2026.1.28) | Token-based, 3x quota during promotion, no fixed numerical value | Kimi K2.5 (native multimodal, 1T parameters, China's largest) | 3-4 (Kimi Code CLI, VSCode plugin, etc., strict limitations) | Native multimodal, supports screenshot input Vibe Coding; Allegretto tier supports Agent clusters; strong long-context capability (256K) | Few tool adaptations, non-designated tool usage may result in account ban; personal use only, enterprise scenarios prohibited; cache hit rate affects actual quota |
| MiniMax | 29 (Starter) / 9.9 (first month) | Prompt count | 40 per 5h (no weekly/monthly limit, refreshes every 5h only) | MiniMax M2.5, M2.5-highspeed (express version exclusive) | 2+ (Claude Code, Cline, etc. mainstream tools) | Lowest entry price, no weekly limit, suitable for continuous high-intensity use; express version 100+ TPS, fast response | Smallest model scale (10B parameters), only suitable for lightweight script tasks; many package tiers, complex selection |
| Infini | 19.9 / None | API requests | 1000 per 5h (entry tier) | DeepSeek, MiniMax, Kimi, GLM (multi-model aggregation) | 4+ (mainstream programming tool compatibility) | Lowest monthly fee, multi-model aggregation, extremely high cost-performance, single complex task cost only 0.08 CNY | Low brand awareness, slow model updates; no first-month discount, suitable for extremely budget-sensitive users |
Key Dimension Deep Analysis
(1) Pricing and Cost-Performance: Who is the "Wool-Gatherer's" First Choice, Who is the "Value King"
First-Month Bargain Hunting First Choice:
Alibaba Cloud Bailian (7.9 CNY) > Volcano Ark (8.91 CNY) > MiniMax (9.9 CNY)
All three allow experiencing core features at single-digit prices, suitable for new user trials.
Long-Term Cost-Performance First Choice:
Infini (19.9 CNY/month) offers the highest value. Entry-tier quota approaches Bailian's at half the price, suitable for budget-sensitive light developers. MiniMax Starter (29 CNY/month) ranks second with no weekly limits, suitable for users needing continuous usage.
Not Recommended for New Users:
Zhipu GLM (first-purchase discount cancelled, 49 CNY/month after price increase, cost-performance declined) and Kimi (49 CNY/month, quota heavily affected by cache, many tool restrictions).
(2) Quota Mechanisms: How to Choose for Different Usage Scenarios
Light Usage (2-3 programming sessions weekly, mainly code completion and simple debugging):
Infini or MiniMax Starter. Quotas are sufficient, prices are low.
Moderate Usage (Daily programming, balancing code generation, debugging, explanation):
Alibaba Cloud Bailian Lite or Volcano Ark Lite. Quotas are transparent, model choices are diverse.
Heavy Usage (Full-stack development, large codebase analysis, multi-task parallel):
Alibaba Cloud Bailian Pro or Volcano Ark Pro (5x Lite quota), or Kimi Allegretto tier (supports Agent clusters). Note Kimi's token measurement traps.
Continuous High-Intensity Usage:
Only MiniMax. No weekly limits, quota refreshes automatically every 5 hours, avoiding mid-session quota exhaustion.
(3) Models and Tools: Matching Your Development Scenario Matters
Multi-Model需求者: Alibaba Cloud Bailian or Volcano Ark adopt "model supermarket" approaches, integrating multiple third-party models with free switching, no need for multi-platform recharging. Volcano Ark's Auto mode suits beginners better with automatic optimal model matching.
Pure Self-Developed Model Preference: Zhipu GLM. GLM-4.7/GLM-5 performance is strong, high open-source community recognition, widest tool adaptation (20+), suitable for developers deeply reliant on toolchains.
Multimodal需求者: Only Kimi supports screenshot input Vibe Coding, with obvious advantages for image-text combined programming tasks, suitable for frontend and UI-related developers.
Lightweight Task需求者: MiniMax. Though models are small, response is fast, token quotas are generous, suitable for daily script writing and simple code completion.
(4) User Reputation and Hidden Risks: These Pitfalls Must Be Avoided
Compiled core hidden risks for all 6 platforms to prevent post-purchase regret:
Alibaba Cloud Bailian:
- Configuration documentation incomplete, beginners easily encounter configuration pitfalls
- Some users report models inconsistent with advertising after recharge
- No cancellation/refund policy
Volcano Ark:
- Serious overselling issues, slow responses during peak hours, frequent errors
- Customer service passes responsibility, strict refund terms
- Not suitable for developers with high stability requirements
Zhipu GLM:
- GLM-5 quota deduction rules complex (3x peak, 2x off-peak), easy to unknowingly exhaust quota
- Strict weekly limits for new users, equivalent to "alternating week" usage
Kimi:
- Extremely strict tool adaptation restrictions, non-designated tool usage may result in account ban
- Personal use only, enterprise development prohibited
- Token measurement heavily affected by cache, actual quota may be far below expectations
MiniMax:
- Small model scale, insufficient capability for complex programming tasks
- Many package tiers,容易 choice difficulty
Infini:
- Low brand awareness, slow model updates, untimely after-sales response
- No first-month discount, suitable for users purely pursuing low prices
Precise Recommendations by User Group: Find Your Match, Don't Waste Money
3.1 New Users / Bargain Hunters (Want Low-Cost Trial)
First Choice: Alibaba Cloud Bailian Lite (first month 7.9 CNY)
Second Choice: Volcano Ark Lite (first month 8.91 CNY)
Experience before deciding whether to renew. Both support multiple models, quickly感受 different models' programming capabilities, with extremely low first-month costs. Even without renewal, no loss.
3.2 Students / Budget-Sensitive (Monthly Budget ≤30 CNY)
First Choice: Infini Lite (19.9 CNY/month), highest cost-performance, sufficient quota for light usage
Second Choice: MiniMax Starter (29 CNY/month), no weekly limits, suitable for student assignments and course projects requiring continuous programming
3.3 Professional Developers / Moderate Users (Monthly Budget Around 50 CNY)
First Choice: Alibaba Cloud Bailian Lite (40 CNY/month), strong stability, rich models, transparent quotas, suitable for daily development
Not Recommended: Zhipu GLM (49 CNY/month, no first-purchase discount, cost-performance declined)
3.4 Heavy Developers / Full-Stack Developers (Monthly Budget ≥200 CNY)
First Choice: Alibaba Cloud Bailian Pro (200 CNY/month) or Volcano Ark Pro (200 CNY/month), 5x Lite quota, supports multi-model switching, meets high-intensity development needs
If reliant on multimodal or Agent clusters: Choose Kimi Allegretto tier (199 CNY/month), but accept its tool restrictions.
3.5 Multi-Model / Tool Dependent Users
First Choice: Volcano Ark (most models, supports Auto intelligent scheduling)
Second Choice: Alibaba Cloud Bailian (rich models, strong stability)
If reliant on numerous programming tools: Choose Zhipu GLM (20+ tool adaptations)
Summary: Core Principles for 2026 Coding Plan Selection
Don't Blindly Pursue "Low Prices"
Low-price packages often contain quota traps (different measurement units, strict limits). Prioritize "actual usable quota" over surface prices.
Match Your Usage Scenario
Light users shouldn't buy heavy packages; heavy users shouldn't greed for low-price entry tiers. Choose based on programming frequency and task complexity to avoid waste.
Prioritize First-Month Discounts
New users can first experience first-month low-price packages, testing platform stability and model adaptability before deciding on long-term subscriptions. Avoid one-time excessive recharging.
Avoid Hidden Terms
Before recharging,务必 check whether cancellation is supported, whether enterprise use is prohibited, and whether quotas roll over. Avoid pitfalls with no recourse.
Final Reminder
Package policies update frequently across platforms (such as Zhipu price increases, Kimi billing changes). This article's data is based on February 2026 latest information. Before purchase, recommend visiting each platform's official website to confirm latest package details, ensuring information accuracy.
Which Coding Plan are you currently using? Welcome to share your usage experience in the comments section, let's avoid pitfalls and save money together!