Recognising risks and opportunities early for forward-looking action. Changes and upheavals are usually announced in advance. But evidence of these changes is often vague, fragmented, or non-specific. Artificial intelligence (AI) technologies enable us to identify information earlier and estimate the probabilities of future events. Prognos monitors technologies, companies, markets, and trade flows. To this end, we record patterns and relationships on the web, in publications, or in patent specifications. We work with large-language models and others, with natural language processing technologies, enabling us to link information from texts with a variety of other established information such as price and trade data. Finally, machine-learning models for risk and opportunity assessment are a focus of our work. Prognos pays particular attention to the connection between human and artificial intelligence. We validate and evaluate the plausibility of findings from AI and machine learning. As a result, we demonstrate clearly understandable causal relationships. Selected work in this field AI race: Who can put Germany on the fast track? 2024 | Expertise In the field of AI, we are lagging behind internationally. But there are also opportunities. Together with the Handelsblatt, we show which players in the German AI landscape give cause for hope. Read more Web tool: Risk analysis for sustainable supply chains 2024 | Project Prognos develops a tool for an industry association that enables member companies to carry out risk analyses to identify sustainability risks in countries and sectors. Read more AI players in the federal state 2024 | Project Which companies are already using or developing artificial intelligence? Which companies would benefit from the use of AI? Prognos created an interactive dashboard for one federal state. Read more Rhineland-Palatinate Transformation Agency ongoing | Project The Transformation Agency serves as a signpost for the changing world of work. Prognos puts this into action on behalf of the Ministry for Labour, Social Affairs, Transformation and Digitisation. Read more Artificial intelligence potential for SMEs in Rhineland-Palatinate 2022 | Project The challenges and opportunities of artificial intelligence for companies in Rhineland-Palatinate. A study commissioned by the Ministry of Agriculture. Read more Your topics – our expertise. You are engaged in relevant topics and future issues from the economy, politics or society? So are we! Learn more about our expertise. See all topics Feel free to contact us. Dr Georg Klose Principal, Head of Digital Development +49 30 5200 59 219 georg.klose@prognos.com Go to profile Your name Phone Email address Your message Data protection notice Yes, I consent to Prognos processing the personal data I have provided above in order to best address the request I have made. I can revoke my consent at any time with effect for the future by sending an e-mail to info@prognos.com. You can find further information in our data protection declaration.