We focus on intellectual property, research literature, and data compliance and other private industry data scenarios.
Using privately deployed large language models and purpose-built AI agents,
we turn enterprise knowledge assets into agent-powered services that deliver lasting value.
Skilled professionals spend too much time on repetitive reading. Vast stores of industry data remain underused, while general-purpose LLMs and agents cannot reach deeply into specialized workflows.
Documents, reports, and patents are scattered across systems with inconsistent formats, unclear semantics, and poor indexing. This dormant data cannot readily produce useful insights.
General-purpose conversational AI struggles with specialized industry and functional workflows. It falls short on complex expert tasks and cannot meaningfully relieve skilled professionals.
Isolated tools do not form standardized workflows. Without a platform, organizations cannot reuse AI capabilities at scale or commercialize industry data assets.
Much enterprise data is confidential and cannot be processed by online LLMs. Private, offline deployment is essential to protect data and put AI into practice.
Through systematic data governance, knowledge creation, and multi-agent development, we turn dormant industry data into continuously valuable Agent as a Service (AaaS) capabilities.
Collect and clean data from diverse sources, resolve inconsistent formats and missing context, and establish a standardized data foundation.
Use LLM-powered semantic analysis and structured labeling to turn raw data into searchable, connected industry knowledge assets.
Deploy private LLMs and multi-agent workflows that integrate retrieval, understanding, and reasoning to produce charts, reports, and findings.
An Agent as a Service (AaaS) platform that turns industry data and expertise into marketable products and services.
Specialized agent solutions for intellectual property, research, compliance, cultural tourism, and quantitative investing.
Let AI agents understand the complex technologies in massive patent collections. Move beyond keyword matching to semantic insights for IP authorities, patent agencies, corporate R&D teams, and financial research groups.
Stay current amid an explosion of scientific information. Youliao searches tens of thousands of research papers, maps scholars and institutions, and supports paper reading, formula interpretation, code analysis, and more.
Built for product data compliance. It translates data regulations across countries and languages, connects legal requirements to specific compliance needs, and reviews product data fields automatically.
Bring cultural heritage to life. Replace passive guided tours with personalized AI voice conversations and multimodal interpretation for scenic sites and museums.
An intelligent quantitative investment agent for secondary markets. It combines five years of trading history, daily market data, and event-driven news to find signals and generate actionable, traceable portfolio suggestions.
In fields such as science, law, and engineering, an answer that is nearly right can still be wrong. InsData uses multiple safeguards to make agent outputs reliable and explainable.
Every conclusion must cite authentic industry data. This prevents fabricated knowledge and makes each decision verifiable and traceable.
Tailor prompts to each industry's workflows and use reasoning models with step-by-step checks to improve accuracy and consistency on complex tasks.
Compose agents into workflows that break down tasks and cross-check results from independent perspectives before delivering an answer.
Built for Hygon computing platforms and Qwen foundation models, with fully domestic private deployment. Data stays within the organization's environment to meet security and compliance needs.
A modular architecture spanning data, knowledge, models, agents, and services. It scales flexibly and supports API and subscription offerings.
Review interfaces at critical output points let people inspect and verify results, balancing speed and accuracy through continuous human feedback.
Our team brings together professors and doctoral researchers from leading universities with engineers from Alibaba Cloud, Xiaomi, and other technology companies. We combine advanced AI research with practical enterprise deployment.
Core members from Xidian University, Hong Kong University of Science and Technology, and other institutions bring deep expertise in LLMs, natural language processing, and software engineering. Their work has appeared at top international conferences.
Our engineers have worked at Alibaba Cloud, Xiaomi, and other leading technology companies, with hands-on experience in large distributed systems, high-concurrency services, and enterprise AI deployment.
The team commercializes research from Xidian University's School of Computer Science and Technology and has won national innovation and entrepreneurship awards. We connect rigorous research with products built for the market.
A practical guide from LLM fundamentals to industry agent deployment, covering RAG architecture, hallucination reduction, private LLMs, and other essential topics.
Our deployments span intellectual property, research, data compliance, and cultural tourism, backed by national recognition and funding at provincial, municipal, and university levels.
For IP authorities, patent agencies, and university labs, Lingzhi upgrades the full workflow from keyword search to semantic industry analysis. AI understands patent technologies at scale and substantially reduces manual analysis.
Working with research institutions including the Chinese Academy of Sciences, Shanghai Jiao Tong University, Xidian University, and Wuhan University, we deploy Youliao to search and answer questions across tens of thousands of specialist papers.
Specialist translation of data regulations across 65 languages and automated compliance reviews help organizations manage product data efficiently and flag risky data fields.
Deployed at scenic sites and museums across Shaanxi, Aiwen replaces passive tours with AI voice conversations. Multimodal technology brings heritage to life with personalized experiences.
A technology transfer company from Xidian University, supported by funding at provincial, municipal, district, and university levels as well as national certifications. We bridge research and market needs.
Supported by a challenge-based research program and established through the School of Computer Science and Technology's technology transfer initiative
Early-stage backing from a Shaanxi provincial venture investment fund
Among the first investments by the Xi'an Science and Technology Bureau; recognized as a key local technology company
Priority support for university technology transfer from the provincial science and technology department
Book a demo to see how InsData can build an AI agent solution for your industry, reduce costs, improve efficiency, and create value from data.