AI Tools for Technology Transfer and Commercialization
Technology transfer and commercialization are characterized by long timelines, high resource intensity, and a significant degree of subjectivity in decision-making. The activities of technology transfer centers (TTCs) are linked by the large number of technology offers/requests, business offers/requests, R&D requests, and invention applications competing for limited resources—staff time, marketing opportunities, and budgets.
AI tools are transforming technology transfer and commercialization processes. According to international research, AI tools can automate the preparation of profiles (technology offers/requests, business offers/requests, and R&D requests), invention applications, analog searches, and the preparation of contracts and licensing agreements, accelerating technology transfer and commercialization by more than 30%.
AI tools used at various stages of technology transfer and commercialization:
– Public AI consultants for networks and technology transfer centers;
– Research Intelligence and Scouting;
– Patent Search and Analytics;
– Patent Drafting and Filing;
– Commercialization and Portfolio Management;
– Universal LLM tools.
1. Public AI consultants for networks and technology transfer centers answer user questions, both written and verbal, in various languages about the organization's activities; select relevant technologies, services, products, and partners; accelerate profile preparation, etc.; and automate initial client consultations while maintaining the quality of responses by linking to a verified knowledge base. The following public AI consultants are known:
– A consultant for the Republican Center for Technology Transfer (RCTT, Belarus) was introduced in April 2025. This consultant provides answers tailored to the context of the question and offers personalized recommendations based on dialogue regarding: the history, activities, and services provided by RCTT; cooperation proposals posted on the RCTT network; etc. Questions can be submitted to this consultant in writing and verbally in Russian, English, and, starting July 16, 2026, in Chinese. The RCTT AI consultant is a RAG assistant connected to the RCTT online portal's database of documents and materials. If a question is not answered in its knowledge base, it turns to generative AI to generate a response.
– A consultant for the Center for Entrepreneurship and Technology Transfer at the University of California, Irvine - ZotGPT (USA), launched in September 2025. Trained using the center's internal documents, it answers questions about innovation programs, patents, licensing, and startup support.
– AUTM Compass (USA), a consultant for the Association of University Technology Transfer Managers, has been providing answers on the four-volume AUTM Technology Transfer Practice Manual (TTPM) since June 21, 2026. AUTM Compass is a specialized RAG assistant connected to a corporate knowledge base limited to the TTPM.
– FLC T2 Mechanisms Chatbot (USA) – a tool from the US Federal Laboratory Consortium (FLC) for navigating technology transfer mechanisms. Starting July 21, 2026, the user can verbally or in writing describe in free form what they want to achieve when interacting with a federal laboratory: access to equipment, researchers, intellectual property, or other resources. Based on this request, the AI consultant selects the most suitable option from more than a dozen possible mechanisms (CRADA, exclusive and non-exclusive licenses, research partnership agreements (WFPP), grants, cooperative agreements, contracts, over-the-air (OTA) agreements, award programs, software licenses, and trademarks), provides a clear explanation of how the mechanism works, and identifies the specific legal provision on which it is based.
2. Research Intelligence and Scouting:
– ScoutinScience (Netherlands) – a specialized platform for research and development (R&D) that automatically scans scientific publications from Scopus, Web of Science, and other sources and ranks them by commercial potential (Business Potential Score) with an accuracy of approximately 90%. The model is based on SciBERT transformers and predicts technology maturity, compliance with sustainable development goals, and patentability. By mid-2025, this platform had processed over 225,400 articles, worked with 22 organizations in eight countries, and attracted one million euros in seed funding;
– Valuer.ai (Denmark) – a platform for innovation discovery, market assessment, and strategic decision support. Its main service is matching startups with the most suitable partners: a corporate customer, an investor, a pilot platform, an expert, a university, or a sales partner.
3. Patent Search and Analytics:
– Patentscope – WIPO's AI assistant converts user queries in natural language into a structured search string;
– PatSnap / Eureka (UK/Singapore) – a platform with a database of over two billion entries across 174 jurisdictions. Eureka's flagship product is a set of specialized AI agents: novelty search, invention disclosure generation, technology landscape analysis, TRIZ (theory of inventive problem solving), and competitive intelligence. Its users include over 18,000 organizations worldwide;
– Patlytics (USA) – a full-cycle patent process platform, from invention disclosure generation to infringement detection and claim chart generation. It automatically matches patent claims with products, which is especially valuable for identifying licensing opportunities;
– Clarivate Derwent / Innography (UK) – the platform is based on over 70 million patent annotations created by analysts and is supplemented by the Innography AI Classifier (classification accuracy up to 97%) and Innography SEP Analyzer for working with standard-setting patents. The platform is used by 40 patent and trade mark offices;
– Minesoft PatBase (UK) – tools for working with search results: patent data chat, formula comparison, auto-tagging, and interactive dashboards;
– Inventorus (Russia) – a platform for patent analytics, scientific data search, and analysis.
4. Patent Drafting and Prosecution:
– Solve Intelligence (UK) – a tool for patent attorneys and patent commissioning centers. It provides a full cycle of services, from collecting invention disclosures and drafting applications to preparing responses to examiners, conducting litigation, generating claim tables, collecting information about inventions, and more. In 2026, a special Solve for Higher Education program was launched for university patent commissioning centers, featuring Invention Harvesting and Patent Application Drafting tools;
– PowerPatent (USA) – software for drafting patent applications. Patent Analyzer™ is a free tool that allows patent attorneys to check patents for internal consistency and concisely draft patent applications, while lawyers can reduce legal risks in patent prosecution and litigation;
– POSINT (Russia) – searching Russian and international databases, conducting patent research, analyzing analogs, and creating descriptions, documents, and drawings for applications;
– PATENT-AI.RU (Russia) – a tool for searching, analyzing, generating patent documents, analytics and forecasting.
5. Commercialization and Portfolio Management:
– Commercify (USA) – a commercialization-focused platform that transforms invention disclosure into a market-proven strategy, pricing, and launch plan in minutes instead of months;
– FirstIgnite (USA) – a tool specifically designed for the Centers for Technology Transfer, accelerating the identification of potential clients based on a patent description or publication. It automates interactions and management of licensing negotiations;
– Dennemeyer DIAMS Infinity (Luxembourg) – an intellectual property management system introduced in May 2026. Its key feature is an AI assistant with natural-language search across the entire patent portfolio, direct connection to patent office databases, and automatic data updates.
6. Universal LLM tools:
ChatGPT, Claude, GigaChat, Perplexity, Qwen, DeepSeek, Kimi K3, and others are actively used by technology transfer centers for preparing profiles and documents, composing marketing materials, analyzing technical texts, and conducting preliminary market research.