Qwen-Deep-Research API reference

Reference, synced 2026-06-13.

flowchart TD
  n0["Models"]
  n1["Overview"]
  n2["Products"]
  n3["Solutions"]
  n4["Pricing"]
  n5["Resources"]
  n6["Partners"]
  n7["Support"]
  n8["Language"]
  n0 --> n1
  n1 --> n2
  n2 --> n3
  n3 --> n4
  n4 --> n5
  n5 --> n6
  n6 --> n7
  n7 --> n8

Free access Accelerate Delivery with Fixed-Cost Agentic CodingWatch how it works

Models

Empowering AI innovation for both enterprises and developers with Alibaba Cloud’s best-in-class Qwen models, AI-native apps, and AI solutions.

Alibaba Cloud Model Studio \ Enterprise-grade large model service and application development platform.

Try Visual Model \ Supports image understanding, image generation, and video generation.

Models

HappyHorse-1.0-T2V \ Cinematic creative generation, ultimate dynamic details Qwen3-VL-Plus \ Native VL, spatial reasoning, 1M-context video analysis Wan2.7-VideoEdit \ Supports both localized and global editing with prompt

Qwen3.6-Plus \ Native multimodal, 1M context, agentic coding Wan2.7-Image-Pro \ Interactive editing, long-text rendering, precise prompt following Qwen-Plus \ Balanced intelligence, efficient inference, production-ready performance

Qwen-Image-2.0 \ Professional infographics, exquisite photorealism Z-Image-Turbo \ Ultra-fast image generation, high throughput, cost-optimized inference Qwen3-Coder-Next \ Multi-turn tool interactions, future-ready development support

Wan2.7-T2V \ High-fidelity T2V, 15s duration, advanced camera control Wan2.7-I2V \ Cinematic I2V with emotional depth and visceral impact Wan2.7-R2V \ Up to 5 mixed image/video inputs and audio timbre cloning

GenAI Application

Qoder \ Intelligent coding assistant, available for enterprise-dedicated deployment. Qoder CN \ AI-powered coding assistant that boosts developer productivity with intelligent code completion, AI chat, multi-file editing, and task automation.

AI Service

Model Experience \ Experience full-scale, multimodal model capabilities online. Platform for AI \ An AI-native algorithm engineering platform for end-to-end modeling, training, and inference service deployment. Fine-tune Video Generation Model \ Customize Wan’s text-to-video capabilities through model fine-tuning to meet your unique requirements.

AI Use Case

AI Savings Plan Hot \ Save up to 47% on AI costs. Limited-time offer tailored to your usage. AI Video Creation \ Elevate your professional video production with Wan 2.6.

AI Token Plan \ One plan. Multiple models. Big Savings with a Fixed Subscription. AI Image Creation \ All-in-one creative suite for copywriting, image generation, and poster design.

Overview

As a global full-stack AI leader, Alibaba Cloud aims to make computing accessible to everyone and help worldwide customers accelerate innovation.

Why Alibaba Cloud

About Alibaba Cloud \ AI Powered Cloud Technology Our Global Network \ Explore our global presence and deployment regions around the world Our Global Offices \ With offices in 4 continents, we're always close to where it matters.

Asia Accelerator \ Accelerate Success in Asia with Alibaba Cloud Go Global \ Benefits of our Global Alliance Trust Center \ Empowering enterprises with a secure, compliant, and globally trusted cloud infrastructure

Customers and Insights

Olympic Games \ Alibaba Cloud Powers Olympic Games with AI-powered cloud technology Case Studies \ Learn how customers are scaling their businesses on Alibaba Cloud Analyst Reports \ Learn what the top industry analyst firms are saying about Alibaba Cloud

What's New

Events and Webinars \ Quick access to upcoming and on-demand events Product Updates \ Stay informed of the latest innovations Press Room \ Latest news and media releases

Products

Featured ProductsAI & Machine Learning Computing Container Storage Networking & CDN Security Middleware Database Analytics ComputingMedia ServicesEnterprise Services & Cloud CommunicationDomain Names and WebsitesEnd User ComputingServerlessDeveloper ToolsMigration & O&M ManagementApsara Stack

Featured Products

Alibaba Cloud Model Studio \ Supercharge your AI journey effortlessly with industry-leading GenAI models ApsaraDB RDS \ Store and manage your business data, with automated monitoring and backups Certificate Management Service (Original SSL Certificate) \ Create a safe and secure connection between your website and users

Elastic Compute Service (ECS) \ Host websites anywhere and scale enterprise workloads Container Service for Kubernetes (ACK) \ Run and scale containerized applications on managed Kubernetes infrastructure Object Storage Service (OSS) \ Store large amounts of data in the cloud and access it anywhere, anytime

Simple Application Server (SAS) \ All-in-one services for fast deployment Elastic IP Address (EIP) \ Manage your public IPs independently to improve internet network quality Domain Names and Website \ Get the perfect domain name to suit your every need

Related Programs

Solutions

Solutions by Industry Technical Solutions AI WebsitesNetworking Security and ComplianceData and AnalyticsEnterprise Service and ApplicationCloud MigrationCloud NativeHybrid CloudSMB solutions

Financial Services \ Innovate faster with Alibaba Cloud Games \ Grow your game rapidly with high global availability

New Retail \ Alibaba Cloud enables digital retail transformation to fuel growth and realize an omnichannel customer experience throughout the consumer journey. Media and Entertainment \ Ready your content for today's media market with a digitalized media journey

Supply Chain \ Power your supply chain with intelligent, efficient, and reliable solutions Sports \ Digitizing the sports industry with intelligent tech

Sustainability \ Achieve a sustainable future with low-carbon and energy-efficient technologies

Pricing

Flexible options like pay-as-you-go and clear billing rules to meet diverse business needs.

Overview & Tools

Pricing Calculator \ Get an instant pricing estimate based on your usage and needs Free Trial \ Try our 80+ cloud products for free.

Pricing Options \ Get the most out of Alibaba Cloud with flexible pricing

Optimize your cost

Migrate & Save \ Superior Performance At Lower Pricing. Save up to 50%. Promotion Center \ Unlock the latest Alibaba Cloud offers & promos

Resources

Official documentation, extensive tools, training resources, and a community to grow and innovate in the cloud.

Technical Resources

Documentation \ Product guides and FAQs Architecture Center \ Design reliable, secure, and efficient cloud architecture. Intelligent Solution Explorer \ Find the right solution for you, powered by AI

Blog \ Latest cloud insights and developer trends Whitepapers \ Research that explores the how and why behind our technology

Training&Certification

Alibaba Cloud Academy \ Build cloud skills and earn certifications with expert-led training.

Developer Hub

Alibaba Cloud Project Hub \ Explore real-world projects built by developers using our platform. Our Developer MVPs \ Celebrating the developers who lead, build, and inspire our community

Partners

Partner-first strategy offering collaborative product, sales, and service models, plus high-quality partner solutions that complement Alibaba Cloud’s capabilities.

Marketplace

AI Alliance for ISVs \ Partner with us to build and grow AI solutions together ISV Benefits \ Unlock resources, market access, and go-to-market support as an ISV partner

Alibaba Cloud Marketplace \ Explore ready-to-deploy solutions from our partners and ISVs

Find a Partner

Partner Hub \ Find your ideal partner in no time

Become a Partner

Partner Network \ A partner portal for Alibaba Cloud Channel, Technology, MSP partner and other partner programs

Support

Full-lifecycle support and expert services, from cloud advisory and migration to operations.

Support & Professional Services

Professional Services \ Expert-led services to design, migrate, and optimize your cloud journey Support Plans \ Flexible support for every stage — from startup to enterprise

Partner Support Program \ Priority technical support for partners, with dedicated managers and faster issue resolution

Contact us

Connect With Us \

Talk to a sales expert and get a custom quote for your business

Language

• English
• 简体中文
• 繁體中文
• 日本語
• Bahasa Indonesia

Locale

Visit aliyun.com

Documentation

Alibaba Cloud Model Studio

User Guide (Models) User Guide (Application) API Reference (Models) API Reference (Application)

Search for Help Content

Getting Started

The Beginner's Guide

Well-Architected Framework

AI & Machine Learning

Platform For AI

Alibaba Cloud Model Studio

DashVector

Artificial Intelligence Recommendation

OpenSearch

Image Search

Machine Translation

Intelligent Speech Interaction

Optimization Solver

Intelligent Computing LINGJUN

Computing

Elastic Compute Service

Elastic GPU Service

Elastic Container Instance

Dedicated Host

Compute Nest

Simple Application Server

Cloud Box

Auto Scaling

Elastic High Performance Computing

Batch Compute (Deprecated)

Function Compute

Serverless App Engine

ENS

Elastic Desktop Service

App Streaming

WUYING Terminal

Cloud Phone

Edge Network Acceleration

Alibaba Cloud Linux

AgentBay

Container

Container Service for Kubernetes

Container Compute Service

Container Registry

Storage

Object Storage Service

Cloud Parallel File Storage

File Storage NAS

Tablestore

Storage Capacity Unit

Simple Log Service

Cloud Backup

Intelligent Media Management

Drive and Photo Service

Data Transport

Cloud Storage Gateway

Data Online Migration

Hybrid Cloud Storage Array

Storage Services Overview

Backup and Disaster Recovery Center

Networking and CDN

Server Load Balancer

Elastic IP Address

Internet Shared Bandwidth

Data Transfer Plan

Virtual Private Cloud

NAT Gateway

PrivateLink

Alibaba Cloud DNS PrivateZone

Network Intelligence Service

Cloud Data Transfer

IPv6 Gateway

Anycast Elastic IP Address

Cloud Enterprise Network

Global Accelerator

VPN Gateway

Smart Access Gateway

Express Connect

CDN

Edge Security Acceleration

Cloud Network Well-architected Design Guidelines

Security

Anti-DDoS

Web Application Firewall

Cloud Firewall

Security Center

Bastionhost

Secure Access Service Edge

Certificate Management Service

Key Management Service

Data Security Center

Identity as a Service

Fraud Detection

AI Guardrails

Captcha

Blockchain as a Service

ID Verification

Managed Security Service

Middleware

Enterprise Distributed Application Service

Microservices Engine

Alibaba Cloud Service Mesh

SchedulerX

ApsaraMQ for RocketMQ

ApsaraMQ for Kafka

ApsaraMQ for RabbitMQ

ApsaraMQ for MQTT

Simple Message Queue (formerly MNS)

CloudFlow

EventBridge

Application Real-Time Monitoring Service

Managed Service for Prometheus

Managed Service for Grafana

Managed Service for OpenTelemetry

Performance Testing

STAROps

Databases

ApsaraDB Console

PolarDB

ApsaraDB RDS

ApsaraDB for OceanBase (Deprecated)

Tair (Redis® OSS-Compatible)

Lindorm

Time Series Database

ApsaraDB for MongoDB

ApsaraDB for HBase

ApsaraDB for Memcache

ApsaraDB for MyBase

AnalyticDB

ApsaraDB for ClickHouse

ApsaraDB for SelectDB

Data Transmission Service

Database Autonomy Service

Data Management

Database Gateway - Deprecated

ApsaraDB for Cassandra - Deprecated

Analytics Computing

MaxCompute

Hologres

Realtime Compute for Apache Flink

Elasticsearch

Vector Retrieval Service for Milvus

E-MapReduce

Data Lake Formation

DataV

Quick BI

Quick Audience

Quick Tracking

DataWorks

DataHub

Dataphin

Media Services

ApsaraVideo VOD

ApsaraVideo Live

Intelligent Media Services

ApsaraVideo Media Processing

Apsara Video SDK

Enterprise Services & Cloud Communication

Energy Expert

CloudQuotation

Salesforce on Alibaba Cloud

GoChina ICP Filing Assistant

Marketplace

Alibaba Mail

Direct Mail

Short Message Service

Voice Service

Phone Number Verification Service

Cell Phone Number Service

Chat App Message Service

Financial Intelligence Engine

Domain Names and Websites

Domain Names

ICP Filing

Alibaba Cloud DNS

End User Computing

Elastic Desktop Service

App Streaming

WUYING Terminal

Cloud Phone

AgentBay

Internet of Things

IoT Platform

Serverless

Serverless App Engine

CloudFlow

EventBridge

Simple Message Queue (formerly MNS)

Function Compute

Developer Tools

OpenAPI Explorer

Alibaba Cloud SDK

Cloud Shell

Resource Orchestration Service

Alibaba Cloud CLI

BSS OpenAPI

Terraform

Pulumi

Ticket System API

Mobile Platform as a Service

Alibaba Cloud DevOps

API Gateway

Cloud Control API

AI Coding Assistant Lingma

Cloud Skills Portal

Migration & O&M Management

CloudOps Orchestration Service

Cloud Monitor

Intelligent Advisor

Cloud Governance Center

ActionTrail

Cloud Config

Resource Access Management

Resource Management

Cloud Architect Design Tools

Migration Hub

Server Migration Center

Service Catalog

Logic Composer

Quota Center

CloudSSO

HTTPDNS

Solutions

SAP

SuperApp

OpenLake

Membership Service

Expenses and Costs

Account Center

More

Support

Legal

Tech Share Terms and Conditions

After Sales Support

China Gateway Program

Service Level Objectives

Management Console

Security Control

Request and response parameters for calling the Qwen-Deep-Research model through the DashScope API.

Related documentation: Deep research (Qwen-Deep-Research)

Important

Qwen-Deep-Research is available only in the China (Beijing) region. You must use an API key from the China (Beijing) region.

Note

The model currently supports only the Python DashScope SDK. The Java SDK and the OpenAI-compatible interface are not supported.

DashScope

Before you begin, get an API key and set it as an environment variable. To use the DashScope SDK, you must also install the SDK.

### Request body	Python Curl python import os import dashscope # Step 1: Get the clarifying question from the model. messages = [{'role': 'user', 'content': 'Research the applications of artificial intelligence in education'}] responses = dashscope.Generation.call( api_key=os.getenv('DASHSCOPE_API_KEY'), model="qwen-deep-research", messages=messages, stream=True ) # Collect the model's clarifying question. step1_content = "" for response in responses: if hasattr(response, 'output') and response.output: message = response.output.get('message', {}) content = message.get('content', '') if content: step1_content += content print(content, end='', flush=True) # Step 2: Start the deep research. messages = [ {'role': 'user', 'content': 'Research the applications of artificial intelligence in education'}, {'role': 'assistant', 'content': step1_content}, {'role': 'user', 'content': 'I want to focus on personalized learning and intelligent assessment.'} ] responses = dashscope.Generation.call( api_key=os.getenv('DASHSCOPE_API_KEY'), model="qwen-deep-research", messages=messages ) # Stream the research results. for response in responses: if hasattr(response, 'output') and response.output: message = response.output.get('message', {}) content = message.get('content', '') if content: print(content, end='', flush=True) curl echo "Step 1: Get the clarifying question" curl --location 'https://dashscope.aliyuncs.com/api/v1/services/aigc/text-generation/generation' \ --header 'X-DashScope-SSE: enable' \ --header "Authorization: Bearer $DASHSCOPE_API_KEY" \ --header 'Content-Type: application/json' \ --data '{ "input": { "messages": [ { "content": "Research the applications of artificial intelligence in education", "role": "user" } ] }, "model": "qwen-deep-research" }' echo -e "\n\n" echo "Step 2: Start the deep research" curl --location 'https://dashscope.aliyuncs.com/api/v1/services/aigc/text-generation/generation' \ --header 'X-DashScope-SSE: enable' \ --header "Authorization: Bearer $DASHSCOPE_API_KEY" \ --header 'Content-Type: application/json' \ --data '{ "input": { "messages": [ { "content": "Research the applications of artificial intelligence in education", "role": "user" }, { "content": "What specific application scenarios of artificial intelligence in education would you like me to focus on?", "role": "assistant" }, { "content": "I want to focus on personalized learning.", "role": "user" } ] }, "model": "qwen-deep-research" }'
modelstring (Required) Supported value: qwen-deep-research.
messagesarray (Required) Conversation history, in chronological order. Message types User messageobject (Required) A user message sends questions, instructions, or context to the model. In the two-step call flow of Qwen-Deep-Research, user messages serve different purposes: - Step 1 (Clarifying question): The user message initiates the research request with a broad topic. - Step 2 (Deep research): The user message answers the model's clarifying question to narrow the model's research scope for a more targeted analysis. Fields contentstring (Required) The message content. rolestring (Required) Must be user. Assistant message object(Optional) The model's reply to a user message. For Step 2 (Deep research), pass the model's clarifying question from Step 1 to produce a more targeted analysis. contentstring(Optional) The message content. rolestring (Required) Must be assistant.
output_formatstring(Optional) Format and detail level of the research report. Valid values: - model_detailed_report (Default) Complete report (~6,000 tokens) for in-depth analysis. - model_summary_report Concise summary (~1,500–2,000 tokens) with key findings.

### Response object	Research planning phase Web research phase Keep alive phase Answer phase json { "status_code": 200, "request_id": "2a6187f0-7e7b-40bb-a87e-xxx", "code": "", "message": "", "output": { "text": null, "finish_reason": null, "choices": null, "message": { "phase": "ResearchPlanning", "role": "assistant", "content": "", "extra": { "deep_research": {} }, "status": "typing" }, "fininshed": false, "fininshed_reason": "null" }, "usage": { "input_tokens": 694, "output_tokens": 0 }, "request_id": "2a6187f0-7e7b-40bb-xxx" } json { "status_code": 200, "request_id": "2a6187f0-7e7b-40bb-a87e-xxx", "code": "", "message": "", "output": { "message": { "phase": "WebResearch", "role": "assistant", "content": "", "extra": { "deep_research": { "query": { "researchGoal": "By searching", "query": "", "id": 1 } } }, "status": "streamingQueries" }, "fininshed": false, "fininshed_reason": "null" }, "usage": { "input_tokens": 694, "output_tokens": 0 } } json { "status_code": 200, "request_id": "2a6187f0-7e7b-40bb-a87e-xxx", "code": "", "message": "", "output": { "message": { "phase": "KeepAlive", "role": "assistant", "content": "", "extra": { "deep_research": {} }, "status": "typing" }, "fininshed": false, "fininshed_reason": "null" }, "usage": { "input_tokens": 694, "output_tokens": 0 } } ```json { "status_code": 200, "request_id": "2a6187f0-7e7b-40bb-a87e-xxx", "code": "", "message": "", "output": { "message": { "phase": "answer", "role": "assistant", "content": ", these promises are mutual", "extra": { "deep_research": { "references": [ { "icon": "", "index_number": 1, "description": "The two xxx envisioned in the plan were never in ", "title": "History and Background
status_codestring The HTTP status code for the request. 200 indicates success; other values indicate an error. > On failure, the thrown exception contains status_code and message.
request_idstring The unique identifier for the request.
codestring The error code. This field is empty on success. > This parameter is returned only by the Python SDK.
messagestring The error message. This field is empty on success.
outputobject The result of the call. Fields textstring This parameter is always null. finish_reasonstring The reason the model stopped generating content. Possible values: - null: Generation is in progress. - stop: Generation ended naturally. - length: The maximum content length was reached. choicesarray A list of output choices from the model. Fields finish_reasonstring Possible values: - null: Generation is in progress. - stop: Generation ended naturally. - length: The maximum content length was reached. messageobject The message object from the model. Fields Properties phasestring Current phase. Possible values: - answer - ResearchPlanning - WebResearch - KeepAlive rolestring Must be assistant. contentstring The output content from the model. extraarray Web search results and references gathered by the model. deep_researchobject Retrieved web search and reference information is included only in the answer and WebResearch stages, and is null in all other stages. researchobject Details of the research process. Fields researchGoalstring The research goal. querystring Search query used during research. idinteger The search round number, in the range of [1, 15]. learningMapobject Content summarized from tool calls, associated with the tool usage. referencesobject Citations for the generated answer. This field appears only in the Answer phase. Fields iconstring The favicon URL for the referenced content. index_numberinteger The index of the referenced content. descriptionstring A short description of the referenced content. titlestring The title of the referenced web page. urlstring The URL of the referenced content. webSitesobject Content referenced during research. Included only in the Web Research phase. Fields iconstring The favicon URL for the referenced content. index_numberinteger The index of the referenced content. descriptionstring A short description of the referenced content. titlestring The web page title of the referenced content. urlstring The URL of the referenced content. statusstring The status of a specific phase during streaming: - typing: The model is generating content for the current phase. - finished: The current phase is complete. - streamingQueries: The model is generating research goals and search queries. - streamingWebResult: Web search, page reading, and code execution are in progress. - WebResultFinished: The web search phase is complete. fininshedboolean Whether the stream is complete. Possible values: - false: Streaming in progress. - true: Final message. fininshed_reasonstring The reason the streaming output ended. Possible values: - null: Generation is in progress. - stop: The stream completed normally.
usageobject The number of tokens used in this request. Fields input_tokensinteger The number of input tokens. output_tokensinteger The number of output tokens.

Previous: Qwen-MTNext: Qwen-OCR

Is this page helpful?

DashScope

Request body

Response object

Contact Us

Sales Support

Live-chat with our sales team or get in touch with a business development professional in your region.

Contact Sales

Technical Support

Open a ticket and get quick help from our technical team.

Open a Ticket >

Connect & Report Abuse

We look forward to your suggestion.

Post a Suggestion > Report Abuse >

\ \ Hi, I'm Alibaba Cloud AI Assistant!\ \ I can help with questions and solutions.

Why Alibaba Cloud

About Alibaba Cloud

Asia Accelerator

Our Global Network

Global Offices

Trust Center

Case Studies

Analyst Reports

Products & Pricings

Pricing Calculator

ECS

SAS

Model Studio

Database

Security

SMS

Solutions

Financial Services

Retail Services

Media Services

Gaming Services

ISV Solutions

Engage

Developer Community

Partner Network

Startups

Marketplace

Join Alibaba Cloud

Resources & Support

Developer Learning Hub

Documentation Center

Training & Certification

Service Notices

Submit a Ticket

Security Report

Qwen Cloud

Careers About Us Privacy Policy Legal Integrity Compliance Reporting Channel Service Notices Links

© 2009-2026 Copyright by Alibaba Cloud All rights reserved

• Facebook
• Linkedin
• Twitter
• YouTube
• TikTok
• contact.us@alibabacloud.com
• Call Us Now
• Discord

© 2009-2026 Copyright by Alibaba Cloud All rights reserved

Careers About Us Privacy Policy Legal Integrity Compliance Reporting Channel Service Notices Links