Qwen: Tongyi DeepResearch 30B A3B
qwen/tongyi-deepresearch-30b-a3b
Tongyi DeepResearch is an agentic large language model developed by Tongyi Lab, with 30 billion total parameters activating only 3 billion per token. It's optimized for long-horizon, deep information-seeking tasks and delivers state-of-the-art performance on benchmarks like Humanity's Last Exam, BrowserComp, BrowserComp-ZH, WebWalkerQA, GAIA, xbench-DeepSearch, and FRAMES. This makes it superior for complex agentic search, reasoning, and multi-step problem-solving compared to prior models. The model includes a fully automated synthetic data pipeline for scalable pre-training, fine-tuning, and reinforcement learning. It uses large-scale continual pre-training on diverse agentic data to boost reasoning and stay fresh. It also features end-to-end on-policy RL with a customized Group Relative Policy Optimization, including token-level gradients and negative sample filtering for stable training. The model supports ReAct for core ability checks and an IterResearch-based 'Heavy' mode for max performance through test-time scaling. It's ideal for advanced research agents, tool use, and heavy inference workflows.
Model specifications
- Input
- text
- Output
- text
- Context
- 131,072 tokens
- Max output
- 131,100 tokens
- Input price
- $0.09 / 1M tokens
- Output price
- $0.45 / 1M tokens
- Released
- 2026-03-04
Capabilities
- Streaming
- Playground
Provider pricing, discounts and data privacy
Compare effective provider prices, published discounts, regions, retention policies, training use, compliance, and privacy links by service tier.
Standard service tier
1 available provider · tier input average $0.09 / 1M tokens · tier output average $0.45 / 1M tokens
AtlasCloud
Tier: Standard · Region: US
Pricing
- Input
- $0.09 / 1M tokens
- Output
- $0.45 / 1M tokens
No provider discount is currently published.
Data privacy and compliance
- Region
- US
- Zero data retention
- No
- Data retention
- 7-day retention
- Used for training
- No
- Data collection
- Moderated
- No
- GDPR compliant
- No
- HIPAA compliant
- No
- SOC 2 certified
- No
- BYOK supported
- No
Privacy policy · Terms · Official website · Documentation · Support
Frequently asked questions
- What is Qwen: Tongyi DeepResearch 30B A3B?
- Tongyi DeepResearch is an agentic large language model developed by Tongyi Lab, with 30 billion total parameters activating only 3 billion per token. It's optimized for long-horizon, deep information-seeking tasks and delivers state-of-the-art performance on benchmarks like Humanity's Last Exam, BrowserComp, BrowserComp-ZH, WebWalkerQA, GAIA, xbench-DeepSearch, and FRAMES. This makes it superior for complex agentic search, reasoning, and multi-step problem-solving compared to prior models. The model includes a fully automated synthetic data pipeline for scalable pre-training, fine-tuning, and reinforcement learning. It uses large-scale continual pre-training on diverse agentic data to boost reasoning and stay fresh. It also features end-to-end on-policy RL with a customized Group Relative Policy Optimization, including token-level gradients and negative sample filtering for stable training. The model supports ReAct for core ability checks and an IterResearch-based 'Heavy' mode for max performance through test-time scaling. It's ideal for advanced research agents, tool use, and heavy inference workflows.
- How much does Qwen: Tongyi DeepResearch 30B A3B cost?
- Input costs start at $0.09 / 1M tokens and output costs start at $0.45 / 1M tokens. Provider-level prices vary by service tier.
- What is the context length of Qwen: Tongyi DeepResearch 30B A3B?
- Qwen: Tongyi DeepResearch 30B A3B supports a 131,072 token context window and up to 131,100 output tokens.
- What capabilities does Qwen: Tongyi DeepResearch 30B A3B support?
- Qwen: Tongyi DeepResearch 30B A3B supports Streaming, Playground.
- Which providers offer Qwen: Tongyi DeepResearch 30B A3B?
- Qwen: Tongyi DeepResearch 30B A3B is available from AtlasCloud.
- How do providers handle data privacy for Qwen: Tongyi DeepResearch 30B A3B?
- 1 of 1 providers report that customer data is not used for training, and 0 offer zero-data-retention routing. Retention, compliance, and privacy-policy links are listed per provider.