Recognising risks and opportunities early for forward-looking action. Early detection: Our AI-powered analysis reveals weak signals and emerging trends that appear at an early stage but are often structurally overlooked. This enables us to make proactive decisions rather than merely reacting.Insights from big data: We combine the breadth of big data with the depth of precise analysis, drawing on new indicators and methods – always transparent and action-oriented.High precision: We focus on and understand every single context. Instead of generic trend lists, we provide tailor-made answers to your specific questions.Combining human and artificial intelligence: Prognos places particular emphasis on combining human and artificial intelligence. We validate and check the plausibility of findings derived from AI and machine learning. As a result, we highlight easily understandable causal relationships. How we workCollecting: We monitor global sources – from scientific publications and patents to corporate, funding and innovation data, as well as blogs and forums. This provides a comprehensive, up-to-date picture of global developments.Linking: Using AI-powered methods such as large language models and clustering algorithms, we intelligently link data points across sources and formats. This reveals interconnections, networks and trends – more precisely and quickly than with traditional analytical methods.Analysis: Our multi-perspective analysis examines technological developments, maturity levels, market and competitive dynamics, investment signals and specific use cases. This ensures that every topic is thoroughly assessed from various angles.Delivery: We present the results as clear decision-making tools, in the form of traditional formats such as analysis reports, interactive formats such as dashboards or chatbots, and liquid content. The result: robust priorities and concrete recommendations for your next steps.Extensive database – precisely linked100,000+ current innovation approaches and developments monitored globallyAccess to 250 million publications and 100 million patents4 million company and funding records with a focus on technologyMonitoring of more than one billion blogs and forums Selected work in this field Energy transition analysis tool 2026 | Project For a public institution in Austria, Prognos developed a data-driven analysis tool that systematically assesses the performance of research, technology and innovation across the energy transition. Read more 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 Development of the Deep Tech Agenda for Berlin 2026 | Project A Deep Tech Agenda for the capital: Prognos supported the State of Berlin in its strategic reorientation and in raising its profile in the fields of technology and innovation policy. 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. CAPTCHA Get new captcha! What code is in the image? Enter the characters shown in the image. This security question checks whether you are human and prevents automated spamming.