Models & Tools

Algorithms & AI

 

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 work

  • Collecting: 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 linked

  • 100,000+ current innovation approaches and developments monitored globally
  • Access to 250 million publications and 100 million patents
  • 4 million company and funding records with a focus on technology
  • Monitoring 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.

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.

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.

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.

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.

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.

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.

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

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