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Alibaba Cloud

Qwen3 — 235B MoE open-weight frontier model with hybrid thinking and 1M context

Alibaba Cloud's Qwen model family is one of the most capable open-weight model lineups available. Qwen3-235B is a 235-billion-parameter MoE model that rivals GPT-5.6 Sol on reasoning benchmarks, with open weights available for self-hosting. The 2026 lineup adds hybrid thinking mode (toggling between fast and deep chain-of-thought), a 1M-token context window on Qwen-Long, and Qwen3-VL for vision-language tasks. The API is available via Alibaba's DashScope platform.

Qwen3-235B is a frontier-class open-weight MoE model with hybrid thinking mode — matching closed frontier models on reasoning benchmarks while being fully self-hostable.

Cost-sensitive workloads
Hangzhou, China
Founded 2009 (AI division 2023)
www.alibabacloud.comOfficial pricing pageDocumentation
Alibaba Cloud Models
32
Alibaba Cloud Cheapest Input
$0.03
per 1M tokens
Alibaba Cloud Max Throughput
400 t/s
Alibaba Cloud Min Latency
120ms
TTFT p50
Alibaba Cloud Best Intelligence
88/100
Alibaba Cloud Vision Models
12
Alibaba Cloud Strengths
  • Qwen3-235B rivals GPT-5.6 Sol on reasoning benchmarks — open-weight
  • Hybrid thinking mode: toggle between fast responses and deep chain-of-thought
  • 1M-token context window on Qwen-Long
  • Qwen3-VL for vision-language tasks including OCR and document understanding
  • Open-weight models available for self-hosting on any GPU cloud
  • Competitive pricing — check alibabacloud.com for current rates
Alibaba Cloud Weaknesses
  • API primarily optimised for Asian markets — latency may be higher in US/EU
  • Less third-party integration support than OpenAI
  • Documentation quality varies by model version
Alibaba Cloud Model Tiers
frontier
2
advanced
8
efficient
18
budget
4
Alibaba Cloud Capabilities
Vision12
Tool Use31
Reasoning7
Open Weights25
Multilingual1
RAG / Search0
Structured Out0
Embeddings0
Alibaba Cloud Intelligence vs Pricelog scale
frontieradvancedefficientbudget
Alibaba Cloud Throughput (tokens/sec)
Alibaba Cloud Input vs Output Pricing ($/1M tokens)
InputOutput
Alibaba Cloud Context Window (tokens)
Alibaba Cloud Best Model by Use Case
chat
qwen3.5-397b-a17b
frontier$0.60/1M in
coding
qwen3.5-397b-a17b
frontier$0.60/1M in
reasoning
qwen3-235b-a22b-thinking-2507
advanced$0.30/1M in
cost
qwen3-4b-fp8
budget$0.03/1M in
speed
qwen-turbo
budget$0.05/1M in
vision
qwen3.5-397b-a17b
frontier$0.60/1M in
translation
qwen-mt-plus
efficient$0.25/1M in

Alibaba Cloud Models

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ModelModalityTierPriceCached /1MTTFTThroughputContextIntel.Caps
qwen3-4b-fp8
Qwen3
Chatbudget
$0.03/ $0.03
in / out per 1M
EST Jul 2026
—120ms400 t/s128K
54
qwen-turbo
Qwen
Chatbudget
$0.05/ $0.20
in / out per 1M
EST Jul 2026
—200ms400 t/s131K
50
qwen3-coder-30b-a3b
Qwen3 Coder
Chatefficient
$0.07/ $0.27
in / out per 1M
EST Jul 2026
—280ms200 t/s160K
74
qwen2.5-7b
Qwen2.5
Chatbudget
$0.07/ $0.07
in / out per 1M
EST Jul 2026
—150ms350 t/s32K
58
qwen3-vl-8b
Qwen3 VL
Chatbudget
$0.08/ $0.50
in / out per 1M
EST Jul 2026
—200ms250 t/s131K
65
qwen3-235b-a22b-instruct-2507
Qwen3
Chatadvanced
$0.09/ $0.58
in / out per 1M
EST Jul 2026
—600ms110 t/s131K
84
qwen3-30b-a3b-fp8
Qwen3
Chatefficient
$0.09/ $0.45
in / out per 1M
EST Jul 2026
—260ms210 t/s41K
72
qwen3-30b-a3b
Qwen3
Chatefficient
$0.10/ $0.40
in / out per 1M
EST Jul 2026
—400ms200 t/s131K
68
qwen3-32b-fp8
Qwen3
Chatefficient
$0.10/ $0.45
in / out per 1M
EST Jul 2026
—280ms200 t/s41K
74
qwen3-next-80b-a3b-thinking
Qwen3 Next
Chatefficient
$0.15/ $1.50
in / out per 1M
EST Jul 2026
—2.0s70 t/s131K
78
qwen3-next-80b-a3b-instruct
Qwen3 Next
Chatefficient
$0.15/ $1.50
in / out per 1M
EST Jul 2026
—350ms180 t/s131K
76
qwen3-32b
Qwen3
Chatefficient
$0.20/ $0.60
in / out per 1M
EST Jul 2026
—500ms160 t/s131K
70
qwen3-vl-30b-a3b-thinking
Qwen3 VL
Chatefficient
$0.20/ $1.00
in / out per 1M
EST Jul 2026
—1.5s80 t/s131K
74
qwen3-vl-30b-a3b-instruct
Qwen3 VL
Chatefficient
$0.20/ $0.70
in / out per 1M
EST Jul 2026
—400ms160 t/s131K
72
qwen3-coder-next
Qwen3 Coder
Chatefficient
$0.20/ $1.50
in / out per 1M
EST Jul 2026
—400ms150 t/s262K
80
qwen3-235b-a22b-fp8
Qwen3
Chatefficient
$0.20/ $0.80
in / out per 1M
EST Jul 2026
—500ms130 t/s41K
82
qwen3.5-flash
Qwen3.5
Chatefficient
$0.25/ $2.00
in / out per 1M
EST Jul 2026
—250ms220 t/s1.0M
78
qwen3.5-35b-a3b
Qwen3.5
Chatefficient
$0.25/ $2.00
in / out per 1M
EST Jul 2026
—300ms190 t/s262K
78
qwen-mt-plus
Qwen MT
Chatefficient
$0.25/ $0.75
in / out per 1M
EST Jul 2026
—300ms180 t/s16K
68
qwen3.5-27b
Qwen3.5
Chatefficient
$0.30/ $2.40
in / out per 1M
EST Jul 2026
—280ms200 t/s262K
76
qwen3-vl-235b-a22b-instruct
Qwen3 VL
Chatadvanced
$0.30/ $1.50
in / out per 1M
EST Jul 2026
—700ms110 t/s131K
82
qwen3-235b-a22b-thinking-2507
Qwen3
Chatadvanced
$0.30/ $3.00
in / out per 1M
EST Jul 2026
—3.5s45 t/s131K
86
qwen3-coder-480b-a35b
Qwen3 Coder
Chatadvanced
$0.38/ $1.55
in / out per 1M
EST Jul 2026
—600ms100 t/s262K
86
qwen-plus
Qwen
Chatefficient
$0.40/ $1.20
in / out per 1M
EST Jul 2026
$0.10400ms200 t/s131K
65
qwen2.5-72b-instruct
Qwen2.5
Chatefficient
$0.40/ $1.20
in / out per 1M
EST Jul 2026
—600ms130 t/s131K
66
qwen2.5-vl-72b-instruct
Qwen2.5
Chatefficient
$0.40/ $1.20
in / out per 1M
EST Jul 2026
—700ms110 t/s131K
68
qwen3.5-plus
Qwen3.5
Chatadvanced
$0.40/ $2.40
in / out per 1M
EST Jul 2026
—400ms160 t/s1.0M
84
qwen3.5-122b-a10b
Qwen3.5
Chatadvanced
$0.40/ $3.20
in / out per 1M
EST Jul 2026
—450ms140 t/s262K
84
qwen3-235b-a22b
Qwen3
Chatfrontier
$0.60/ $2.40
in / out per 1M
EST Jul 2026
$0.151.2s55 t/s131K
83
qwen3.5-397b-a17b
Qwen3.5
Chatfrontier
$0.60/ $3.60
in / out per 1M
EST Jul 2026
—600ms100 t/s262K
88
qwen3-vl-235b-a22b-thinking
Qwen3 VL
Chatadvanced
$0.98/ $3.95
in / out per 1M
EST Jul 2026
—3.0s50 t/s131K
84
qwen-max
Qwen
Chatadvanced
$1.60/ $6.40
in / out per 1M
EST Jul 2026
$0.40700ms100 t/s131K
76

Alibaba Cloud — Frequently Asked Questions (FAQs)

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Alibaba Cloud LLM pricing overview

Alibaba Cloud is a proprietary AI lab that develops and hosts its own large language models. Alibaba Cloud's Qwen model family is one of the most capable open-weight model lineups available. Qwen3-235B is a 235-billion-parameter MoE model that rivals GPT-5.6 Sol on reasoning benchmarks, with open weights available for self-hosting. The 2026 lineup adds hybrid thinking mode (toggling between fast and deep chain-of-thought), a 1M-token context window on Qwen-Long, and Qwen3-VL for vision-language tasks. The API is available via Alibaba's DashScope platform. Common use cases include Coding, Reasoning, Multilingual, Vision. Headquartered in Hangzhou, China, founded 2009 (AI division 2023). All models are accessible via a REST API compatible with standard OpenAI-style request formats, enabling drop-in integration with most LLM frameworks and orchestration tools.

Alibaba Cloud vs other LLM providers

Alibaba Cloud competes with OpenAI, Anthropic, Google, Groq, Together AI, Mistral, Cohere, and other inference API providers across dimensions of price, throughput, latency, context window, and model intelligence. Qwen3-235B is a frontier-class open-weight MoE model with hybrid thinking mode — matching closed frontier models on reasoning benchmarks while being fully self-hostable. Use the LLM provider comparison tool to see Alibaba Cloud token pricing, latency, and throughput side-by-side with any other provider. The full LLM pricing table shows all providers ranked by input token cost, output token cost, and throughput in a single sortable view.

Why choose Alibaba Cloud?

Alibaba Cloud stands out because: Qwen3-235B is a frontier-class open-weight MoE model with hybrid thinking mode — matching closed frontier models on reasoning benchmarks while being fully self-hostable.. The API currently offers 32 models, spanning 2 frontier, 8 advanced, 18 efficient, 4 budget tiers. For teams running high-volume inference workloads, prompt caching and batch API endpoints can reduce effective input token costs by 50–90% — check the context window cost guide for a full breakdown of caching economics.

Understanding Alibaba Cloud token pricing

Alibaba Cloud charges separately for input (prompt) and output (completion) tokens, priced per 1M tokens in USD. Output tokens are typically 3–5× more expensive than input tokens due to the compute cost of autoregressive generation. The cheapest {meta.name} input rate is currently $0.03/1M tokens. Prices shown are sourced from Alibaba Cloud's public pricing page and updated every 15 minutes. Need help estimating your spend? Read the LLM API cost calculator guide — it covers tokens, context windows, prompt caching, and batch discounts with worked examples for RAG, chat history, and document processing workloads.

Alibaba Cloud context window and model capabilities

Context window size directly affects both capability and cost — every token in the context window is charged as an input token. Alibaba Cloud's largest context window is 1.0M tokens. For RAG and document processing workloads, longer context windows enable richer retrieval but increase per-call costs proportionally. Prompt caching — where supported — stores the KV state of repeated prefixes and charges 75–90% less for cache hits, making it the most impactful cost optimization for applications with consistent system prompts or retrieved documents. See the LLM context window cost guide for a full analysis of how context length affects your API bill.

Self-hosted vs managed inference: when Alibaba Cloud makes sense

Managed inference APIs like Alibaba Cloud eliminate infrastructure overhead — no GPU provisioning, driver management, or model serving stack to maintain. The trade-off is cost at scale: a single H100 at ~$2.50/hr can serve ~500K tokens/min of Llama 3.3 70B, which at Alibaba Cloud API rates would cost significantly more per token. The break-even point depends on your request volume, latency requirements, and engineering capacity. For teams processing fewer than ~10M tokens/day, managed APIs are almost always cheaper when total cost of ownership is considered. Above that threshold, self-hosted inference on rented GPU compute typically wins on unit economics. Read the cheapest GPU cloud guide for a full break-even analysis. Historical Alibaba Cloud token price data is available in the LLM price history charts.

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