aie.eu computational foresight for analysing supply chain risk exposure

Quantified foresight for geopolitical risk.

We illuminate risk exposure in deep supply chains. We answer three questions:

aie peripheral: What happens next?

A large-scale analysis of current expert uncertainty for supply chain risks over the next 30 days, highlighting risks worth acting on now. See live situation.

aie focal: Where are we exposed?

A continuous risk exposure analysis mapping geopolitical events across thousands of deep supply-chain suppliers and factories. See a demo.

aie lens: What does this mean for us?

A rapid report answering your business-critical supply chain geopolitical question in less than five days. See an example.

Where we are useful

Energy company: Which turbine architecture is less exposed?

An energy company preparing a major wind farm investment was drafting tender requirements for site providers. We compared two turbine architectures to establish which is less exposed to geopolitical volatility. The result is a quantified comparison showing how much lower the older architecture's exposure is, in a form that can be written into the requirements.

Electronics manufacturer: Is there hidden China exposure?

A European industrial corporation asked us to map one specific supplier's exposure to China-related geopolitical risk. At tier 2, exposure was 15%. Extending the analysis upstream, we found that over 90% of simulated supply chains in that product category are exposed to China risk.

Industrial machinery: Would duplicating suppliers actually reduce exposure?

A large industrial company was deciding whether to duplicate suppliers. We analysed one particularly complex chain and found large chokepoints beyond tier 5. Duplication would mitigate only a small share of total geopolitical risk exposure.

Contact us

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Or email johannes@aie.eu directly.

Who we are

Johannes Koponen

Johannes Koponen (CEO)

Johannes has over a decade of experience in using foresight to support client decisions. He teaches strategic foresight and has authored two books on digital platforms.

Jaakko Särelä

PhD Jaakko Särelä (CTO)

Jaakko has a PhD in machine learning. His career bridges machine learning, product strategy, and organizational leadership.