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. 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. Go to topic overview 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. Leave this field blank