China Coding API Roundup 2026: Ark vs Bailian vs MiniMax vs Zhipu vs DeepSeek
The most comprehensive 2026 comparison of Chinese AI coding API subscriptions: Volcengine Ark Lite ¥40/mo (¥9.9 first month), Alibaba Bailian ¥200, MiniMax ¥29, Zhipu GLM ¥49+, and DeepSeek pay-as-you-go. One big table, six scenarios, and a decision tree to find your fit in 30 seconds.
China’s AI coding API subscription market exploded in 2026 — five major providers now offer fundamentally different product shapes: from Ark’s daily first-month flash sales (¥9.9, renew at ¥40) to Zhipu’s 30%-off annual deals, from MiniMax’s full-modal bundle to DeepSeek’s pure pay-as-you-go. Which one to buy? This is a roundup for developers actually making the decision.
TL;DR — Decide in 4 lines
- Cheapest first-month trial: Ark Coding Plan Lite first month ¥9.9 (renews at ¥40)
- Want stable GLM-5.1 / maximize annual discount: Zhipu Coding Plan Pro ¥149 (¥104/mo annual)
- Heavy multimodal (audio/video included): MiniMax Token Plan from ¥29
- Variable usage / want direct V4-Pro flagship: DeepSeek API (pay-per-token, V4-Pro currently 75% off)
For team scenarios or heavy Claude Code users, read on.
One Big Table
| Dimension | Volcengine Ark | Alibaba Bailian | MiniMax | Zhipu GLM | DeepSeek |
|---|---|---|---|---|---|
| Standard monthly | ¥40 (Lite) / ¥200 (Pro) | ¥200 (Pro) | from ¥29 | ¥49 (Lite) / ¥149 (Pro) / ¥469 (Max) | None (pay-per-token) |
| First-month promo | ¥9.9 (Lite, ¥8.9 with referral) | None | None | Discontinued | V4-Pro 75% off until 5/31 |
| Pricing model | Subscription + sliding window | Subscription + monthly quota | Subscription + token pool | Subscription + sliding window | Per-token |
| Quota mechanism | 5h sliding ~1,200 calls | Monthly ~90,000 calls | Token pool | 5h sliding ~80 prompts | True usage |
| Models | 5 (Doubao+others) | 8 (full Qwen lineup) | Full multimodal | 3 (GLM-5/4.7/4.6) | DeepSeek series (V4/R1) |
| Auto mode | ✅ | ❌ | ❌ | ❌ | ❌ |
| Anthropic protocol | ✅ | ✅ | ✅ | ✅ | ✅ (api.deepseek.com/anthropic) |
| Claude Code native | ✅ | ✅ | ✅ | ✅ | ✅ (official native) |
| Annual discount | Promo-dependent | Promo-dependent | Promo-dependent | 30% off (best) | N/A |
| Team / multi-seat | Sub-accounts | Team edition ¥198+ | Individual focus | Individual focus | Individual focus |
| Network | Mainland direct | Mainland direct | Mainland direct | Mainland direct | Mainland direct |
| Payment | Alipay / WeChat | Alipay / WeChat | Alipay / WeChat | Alipay / WeChat | Alipay / WeChat |
Pick by Scenario
🪙 Scenario A: Budget < ¥30, just want to experience it
Verdict: Ark Lite first month ¥9.9 (renews at ¥40)
Daily flash sale at 10:30 — new users get ¥9.9 first month, down to ¥8.9 with referral coupon. Fits daily chat + light agent tasks (1,200 calls per 5h). Second month onwards is ¥40 — if you need to stay under ¥30/mo long-term, switch to MiniMax ¥29 full-modal after the first month.
🦀 Scenario B: Claude Code with domestic models
Verdict: Ark (multi-model) / Zhipu (GLM) / Bailian (Qwen) / DeepSeek (V4-Pro flagship) — all four work
All four support Anthropic-protocol endpoints. Configure Claude Code with two env vars:
# Ark
export ANTHROPIC_BASE_URL="https://ark.cn-beijing.volces.com/api/coding/anthropic"
# Zhipu
export ANTHROPIC_BASE_URL="https://open.bigmodel.cn/api/anthropic"
# Bailian
export ANTHROPIC_BASE_URL="https://coding.dashscope.aliyuncs.com/apps/anthropic"
# DeepSeek (official Anthropic-compatible endpoint)
export ANTHROPIC_BASE_URL="https://api.deepseek.com/anthropic"
export ANTHROPIC_AUTH_TOKEN="<your-deepseek-key>"
Picker: want Auto model routing → Ark; want GLM-5.1 flagship → Zhipu; want full Qwen Coder lineup → Bailian; want V4-Pro flagship pay-as-you-go → DeepSeek (V4-Pro 75% off until 5/31).
📊 Scenario C: Variable usage, don’t want subscription lock-in
Verdict: DeepSeek API
The only non-subscription option — pure token-based pricing. V4-Pro currently 75% off (until 2026-05-31), 80.6% SWE-bench score — the cheapest flagship token rate available. Officially supports both OpenAI and Anthropic protocols — use the OpenAI endpoint with Cline / Aider / Cursor, or set ANTHROPIC_BASE_URL=https://api.deepseek.com/anthropic for native Claude Code support, no third-party wrapper required.
🎨 Scenario D: Heavy multimodal / all-modal Agent
Verdict: MiniMax from ¥29 or Ark Agent Plan
MiniMax Token Plan bundles text/image/video/audio/music — five modalities at a ¥29 entry. Ark Agent Plan from ¥40 includes Doubao-Seedance 2.0 (video) + Seedream 5.0 lite (image) + Harness toolchain (web search, memory); ¥200+ tier adds the 24/7 AI Companion.
⚠️ Agent Plan applies a 7.5× multiplier for long context (>128k) — long-running tasks burn quota fast.
👥 Scenario E: Team with multiple seats
Verdict: Bailian Token Plan Team Edition from ¥198/mo
One of the few Chinese products with explicit per-seat billing. Ark supports sub-accounts but doesn’t bill per seat. Others are individual-focused.
💰 Scenario F: Annual subscription for max discount
Verdict: Zhipu GLM Coding Plan
Zhipu has the most aggressive discount: 10% off quarterly / 30% off annually. Pro monthly ¥149, annual drops to ¥104/mo. Catch: only worthwhile if you’re already committed to GLM models — the savings only matter if you lock into a single family.
⚠️ Zhipu repriced 2026-02 with 30%+ increase and removed first-buy discounts. Entry cost is no longer as low as before.
Deep Dive: All Five
1. Volcengine Ark (Coding Plan / Agent Plan)
Position: Lowest entry price in China + broadest client support.
| Tier | Standard | First month | Quota |
|---|---|---|---|
| Coding Plan Lite | ¥40/mo | ¥9.9 (¥8.9 with referral) | 5h ~1,200 calls |
| Coding Plan Pro | ¥200/mo | ¥49.9 (3-month bundle 50% off, ~¥100/mo) | 5h ~6,000 calls |
| Agent Plan Small | ¥40/mo | — | 20,000 AFP (multimodal) |
| Agent Plan Medium | ¥200/mo | — | 100,000 AFP + 24/7 AI Companion |
Strengths: Auto mode (routes by task complexity), 11+ client support including native Anthropic protocol for Claude Code, transparent daily 10:30 flash sale.
Watch out: 5h sliding window can throttle bursty workloads. Agent Plan tokens cost 2–2.5× more than Coding Plan — not recommended for pure text coding.
See Ark Coding Plan complete guide and Agent Plan explainer.
2. Alibaba Bailian (Coding Plan / Token Plan)
Position: Most models (8 including full Qwen lineup) + explicit team multi-seat.
| Tier | Price | Quota |
|---|---|---|
| Coding Plan Pro | ¥200/mo | Monthly ~90,000 calls |
| Token Plan Team | from ¥198/mo | Multi-seat |
Strengths: Only Chinese plan bundling Qwen Coder + Qwen Plus + GLM + Kimi + MiniMax. Team edition with per-seat billing — best for enterprise. Monthly quota mechanism — front-loadable.
Watch out: Lite discontinued (sold out March 2026, renewals stopped April). Entry now ¥200. No Auto mode — must specify model IDs manually.
See Bailian Coding Plan complete guide.
3. MiniMax Token Plan
Position: Lowest entry for full-modal subscription (audio/music included).
- Entry ¥29/mo
- Covers text / code / image / video / audio / music
- Best fit for multimedia teams, voice/music app builders
Watch out: Pure coding isn’t its core strength — coding ability lags Ark / Bailian / Zhipu somewhat.
See MiniMax Token Plan explainer.
4. Zhipu GLM Coding Plan
Position: GLM-5.1 flagship + best annual discount for committed users.
| Tier | Monthly | Quarterly | Annual |
|---|---|---|---|
| Lite | ¥49 | ¥44/mo | ¥34/mo |
| Pro | ¥149 | ¥134/mo | ¥104/mo |
| Max | ¥469 | ¥422/mo | ¥328/mo |
Strengths: GLM-5.1 ranks at the top of Chinese coding benchmarks. 30% annual discount is the most aggressive among peers. Anthropic protocol supported — Claude Code works out-of-box.
Watch out: Repriced 2026-02 with 30%+ increase, no first-buy discount. Only GLM-family models — no multi-vendor rotation.
5. DeepSeek API (pay-as-you-go, outlier)
Position: Only non-subscription option, only official direct channel for V4-Pro / R1.
- V4-Flash: $0.14/M input, 82.6% HumanEval
- V4-Pro: 80.6% SWE-bench, Codeforces #1 (3,206) — currently 75% off, ends 2026-05-31
- Web Chat fully free
Strengths: True usage-based pricing, no subscription lock. V4-Pro discounted is the cheapest flagship token rate in China. Direct developer access — no middlemen.
Watch out:
- Officially supports OpenAI + Anthropic dual protocols — Claude Code uses
ANTHROPIC_BASE_URL=https://api.deepseek.com/anthropicnatively, no third-party wrapper needed - Steady users likely save more with subscription plans
- Web tier suffices for individual light usage
Decision Tree (30 seconds)
What's your monthly budget?
├─ < ¥20 → Ark Lite first month ¥9.9 (renews at ¥40)
├─ ¥30~¥100
│ ├─ Want full-modal → MiniMax ¥29
│ └─ Want GLM-5.1 → Zhipu Lite ¥49
├─ ¥100~¥300
│ ├─ Need team multi-seat → Bailian Team ¥198
│ ├─ Maximize annual discount → Zhipu Pro annual ¥104/mo
│ ├─ Solo heavy coding → Ark Coding Pro ¥200 (first month ¥49.9) or Agent Plan Small ¥40
│ └─ Multi-model rotation → Bailian Pro ¥200
├─ > ¥300 (heavy Agent)
│ ├─ Multimodal + Harness → Ark Agent Plan Medium ¥200
│ ├─ Team scale-up → Bailian Team upgrade
│ └─ Flexible usage + flagship → DeepSeek V4-Pro (pay-as-you-go)
└─ Very unstable usage → DeepSeek pay-as-you-go
My Final Recommendation
If you want a single default recommendation: start with Ark Lite first month ¥9.9, measure your real consumption, then decide whether to upgrade or migrate. ¥10 buys you data — and solves the “which tier do I actually need” decision paralysis for 80% of users. Just remember the second month onwards is ¥40 — budget against that.
After one month, if you find yourself:
- Constantly hitting the 5h window → upgrade to Coding Pro or Agent Plan
- Wanting GLM flagship + can afford annual → migrate to Zhipu Pro annual
- Scaling team → switch to Bailian Team
- Usage too variable → switch to DeepSeek pay-as-you-go
Related
- Coding Plan landing page — all 5 plans + recommended bundles
- Bailian vs Volcengine Ark Coding Plan
- Cline + Ark setup guide
- Cursor in China complete guide
- GitHub Copilot June billing change
Verified through 2026-05-19. All prices, quotas, and promotions per official channels — Chinese API pricing moves quickly, double-check before subscribing.
Frequently Asked Questions
Which Chinese Coding API is cheapest?
I want to use Claude Code — which Chinese gateway is best?
Why doesn't DeepSeek have a Coding Plan?
Can annual subscriptions really save 30%? Who offers them?
Which is best for heavy multimodal / all-modal Agent workflows?
What about teams with multiple seats?
📚 Keep Reading
📚 Related Guides
Volcengine Ark Coding Plan Guide: Tiers, Agent Plan Differences, and Setup Notes
Based on the official Volcengine Ark Agent/Coding Plan export: Coding Plan is a two-tier coding-focused subscription for individual developers, while Agent Plan is the upgraded multimodal + Harness package. Covers the boundary, model/activity changes, Base URL/API key rules, and setup notes for Cline, Claude Code, OpenCode, and Codex CLI.
Bailian Coding Plan: Complete Guide to Pricing, Quotas, and Client Setup
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Where Is DeepSeek V4 API Available? Official, Model IDs, and Platform Support
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