Tongyi DeepResearch 30B A3B
Tongyi DeepResearch 30B A3B is Alibaba's language model with a 131K context window. An agentic 30B MoE LLM with 3B active parameters from Tongyi Lab, optimized for long-horizon deep research tasks requiring multi-step information gathering and synthesis.
Capabilities
Input1/5
Text✓
Image·
Audio·
Video·
PDF·
Output1/5
Text✓
Image·
Audio·
Video·
Embedding·
Capabilities4/13
Reasoning✓
Adaptive Reasoning·
Function Calling✓
Parallel Function Calling·
Structured Outputs✓
Native JSON Schema✓
Web Search·
URL Context·
Computer Use·
Code Execution·
File Search·
Prompt Caching·
Assistant Prefill·
Pricing by Provider
US Dollar ($)
Per 1M tokens
| Provider | Standard | ||
|---|---|---|---|
| Input $ / 1M | Output $ / 1M | Cache Read $ / 1M | |
| $0.09 | $0.45 | $0.09 | |
Cost Calculator
US Dollar ($)
Preset:
Cheapest Instances to Run It
Cloud GPU instances that can host Tongyi DeepResearch 30B A3B, ranked by cheapest on-demand price. The model needs about 72 GB of GPU memory at FP16 precision (estimated from its parameter count), so treat the fit as guidance rather than a guarantee.
All clouds
FP16 (full precision)
US Dollar ($)
Instance | Cloud | GPU | VRAM | Price | Cheapest region | |
|---|---|---|---|---|---|---|
| Standard_NP20s |  Azure | 2× AMD Alveo U250 FPGA (64GB) | 128 GB | $3.30/hr | ||
| g7e.2xlarge |  AWS | RTX PRO Server 6000 | 96 GB | $3.36/hr | ||
| Standard_NC24ads_A100_v4 | Azure | NVIDIA A100 | 80 GB | $3.67/hr | ||
Versions
| Version | Released | Context | Input / 1M | Output / 1M | Status |
|---|---|---|---|---|---|
| Tongyi Intent Detect 3 | — | 8K | $0.058 | $0.144 | Available |
| Tongyi DeepResearch 30B A3B | 131K | — | — | Current | |
| Tongyi Flash Embedding Vision | — | — | $0.030 | — | Available |
| Tongyi Plus Embedding Vision | — | — | $0.090 | — | Available |