The future has no industry code.

AI, Industry 4.0, hydrogen: innovation ecosystems emerge across the entire economy. We make them visible. With scientifically grounded, current microdata for your decisions.

For decision-makers in

MinistriesAssociationsEconomic developmentResearch
Beyond the industry code

Look beyond the label.

webAIIndustry codes

Artificial intelligence: Industry: AI quality inspection. Software: Learning systems. Mobility: Route optimization. Energy: Demand forecasting. Healthcare: AI image analysis. Research: AI research

Industry codes separate. Technology connects.

Illustrative activities, not live company data.

Trusted by research and the public sector

Wirtschaftsministerium Baden-WürttembergFraunhoferZEWOECDBerlinFFG

01 / THE BLIND SPOTS

New questions. Old data sources.

Traditional data sources were designed for a different era. Every study built on them inherits the same blind spots.

What an industry code sees
WZ 28

A machinery manufacturer

Manufacturing
What your question reveals
webAI

AI-assisted quality inspection

Same industry. Different capabilities.

Cross-cutting technologies such as AI cannot be identified by a single industry code. A manufacturer using AI is difficult to distinguish from one that does not.

02 / FROM QUESTION TO EVIDENCE

Your question defines the dataset.

Don’t hope the right data already exists. Generate exactly the data your question needs. Together, in four steps.

STEP 01

Define

Define technologies, categories, geography and time period freely. Your domain knowledge and our experience come together.

Your question sets the direction.

01 / 04
Your question takes shape

Where is tomorrow’s AI ecosystem emerging?

TechnologyArtificial intelligence
ActorsCompanies & research
GeographyGermany
PerspectiveActivities & connections

Defined together. Scoped to your needs.

Cover of the EFI Report 2026EFI / 2026

EVIDENCE THAT REACHES POLICY

On web-based methods in the EFI Report 2026

„One advantage of web-based methods is that they can cover many organizations and collect information promptly, at short notice and, as needed, several times a year.“

Commission of Experts for Research and InnovationEFI Report to the German Federal Government, 2026. Translation from German.
Read the accompanying study

03 / THE PRINCIPLES

For questions that demand more depth.

01

Your definition. Your data.

No rigid categories. A custom data foundation with a global perspective.

02

Activities, beyond labels.

Current open web data reveals what organizations work on. Across conventional industry boundaries.

03

Research at the foundation.

A scientifically grounded approach, developed from more than a decade of foundational research.

YOUR QUESTION IS THE START

Which ecosystem do you want to understand?

„For more than a decade, we have been turning the open web into reliable market intelligence. What began as foundational research is now one of the strongest data foundations for evidence-based economic and innovation policy.“
Dr. Jan Kinne
Dr. Jan KinneCo-founder & CEO, ISTARI.AISenior Researcher at ZEW · Research Fellow at Harvard University
Policy Intelligence: Make emerging ecosystems visible | ISTARI