What is Jan-v1?
Jan-v1 is a compact and powerful agentic reasoning model designed to automate complex research workflows. Built for developers and analysts, it enables you to create sophisticated applications that can perform multi-step reasoning, integrate with external tools like web search, and synthesize professional-grade reports—all while running locally on your own machine for complete data privacy and control.
Key Features
🤖 Agent-Ready Architecture Jan-v1 is engineered specifically for agentic tasks, not just text generation. It excels at coordinating a sequence of actions, such as generating search queries, executing them through an API, analyzing the results, and structuring a final report. This makes it a powerful foundation for building autonomous research and analysis tools.
🔒 Efficient, Privacy-First Local Deployment Operating with a lean 4B-parameter footprint, Jan-v1 is optimized for local inference. Packaged in the GGUF format, it runs efficiently on standard CPUs without requiring powerful GPUs. This privacy-first approach ensures your research topics and data never leave your machine, making it ideal for sensitive or proprietary work.
✍️ Automated Synthesis & Report Generation Transform raw information into polished, structured documents automatically. Jan-v1 can take a list of web search results and synthesize them into a coherent report tailored to specific formats like an executive summary, a detailed analysis, or an academic paper. Its training is fine-tuned to produce informative, concise outputs while minimizing hallucinations.
🔎 Intelligent Web Search Integration Jan-v1 can dynamically generate a comprehensive set of search queries based on a single research topic and a desired depth of analysis. By integrating with search APIs like Serper, your application can gather real-time, relevant information from the web to ground its analysis in up-to-date facts and sources.
Use Cases
Build a Deep Research Assistant Develop a custom application, like the included Streamlit demo, that automates the entire research process. A user can input a topic, select the desired research depth and report format, and receive a fully synthesized report with cited sources in minutes. This turns hours of manual work into a single, automated workflow.
Automate Market & Competitor Analysis Create an internal tool that continuously monitors market trends or competitor activities. You can task Jan-v1 to research topics like "recent developments in renewable energy storage" or "customer sentiment analysis for Brand X," and it will deliver structured briefings ready for your team to review.
Power Academic Literature Reviews For researchers and students, Jan-v1 can accelerate the tedious process of conducting literature reviews. Use it to build a tool that scours academic databases via APIs, summarizes key findings from dozens of papers, and organizes the information into a structured review, identifying themes and gaps in existing research.
Why Choose Jan-v1?
Jan-v1 offers a distinct approach compared to relying on general-purpose, cloud-based language models.
Complete Control and Privacy: Unlike cloud APIs, Jan-v1 runs entirely on your local hardware. This means no data is sent to third parties, there are no per-token API costs, and you have full control over the model's operation.
Purpose-Built for Automation: While many LLMs can generate text, Jan-v1 is specifically optimized for agentic workflows. Its foundation on Qwen3-4B-thinking provides robust chain-of-thought reasoning that makes it more reliable for multi-step tasks involving tool use and synthesis.
Accessible High Performance: By delivering the performance of much larger models in a compact 4B-parameter package, Jan-v1 makes sophisticated AI automation accessible without requiring expensive, specialized hardware. It’s designed to run effectively on the laptops and workstations your team already uses.
Conclusion
Jan-v1 is more than just a language model; it's a powerful engine for building private, efficient, and intelligent automation tools. By combining advanced reasoning with local deployment, it empowers you to create applications that deliver immediate, tangible value in research, analysis, and content creation.
Explore the demo project to see firsthand how Jan-v1 can transform your research workflows.





