Scan & Explore
- Continuous scanning
- Clustering & patterns
- Raw scenario material
- Weak signals & disruptions
- Counterarguments & wild cards
Powered by squawk.de · technology-review.com · scenario engine picturesoftomorrow.com
mit KI Workshop
Autumn 2026
Machines explore the future.
Humans shape what matters.
Foresight, inverted: AI generates the futures — humans judge what matters and decide.
The problem
Classic foresight doesn't fail on method.
Classic foresight doesn't fail on method.
It fails on economics.
Months
Months of expert work — one report. A rigorous scenario process binds expert time for weeks or months and ends in three or four scenarios that soon gather dust.
Snapshot
A snapshot, not a system. The result is a one-off picture of the future — outdated the moment the world moves on, rarely repeated because it costs so much.
Distance
Analysis far from decision. By the time insights reach decision-makers, months have passed. The gap between signal and strategic response stays wide open.
The flip
From information first
From information first
to judgment & decision first.
Like the flipped classroom, Flipped Foresight moves the scalable part — generation — out of the room, so scarce human attention can go where it is irreplaceable: evaluation, appropriation, decision.
Traditional foresight
- Experts generate scenarios by hand
- 3–4 scenarios per process
- One-off project, delivered as a report
- Months from signal to decision
- Human effort spent on production
Flipped Foresight
- AI generates scenarios continuously
- Hundreds of futures per cycle
- A living, always-current system
- Days from signal to decision
- Human effort spent on judgment
The method
Phase 1 · Machines
Phase 2 · Humans
Phase 3 · Humans
Phase 4 · Machines + Humans
Four phases, one continuous cycle.
Focus
- Question assumptions
- Challenge scenarios
- Evaluate & contextualize
- Implications for decisions
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Decide & Act
- Strategic options
- Priorities & actions
- Risks & opportunities
- Decision & accountability
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Watch & Learn
- Derive indicators
- Monitor developments
- Update scenarios
- Integrate learnings — new cycle
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The concept
The whole method on one page.
Click to enlarge.
Ecosystem
Working tools for every phase.
Flipped Foresight is a method, not a software product. But every phase is backed by a working tool from the same ecosystem — use them independently or as one continuous pipeline.
Scan & Explore · Watch & Learn
squawk.de
Signal scanning — continuous monitoring of news, weak signals and disruptions.
Scan & Explore · Watch & Learntechnology-review.com
Technology monitoring — radar and roadmaps for emerging technologies.
Scenario generationpicturesoftomorrow.com
The scenario engine — AI-generated pictures of tomorrow, the method's reference implementation.
Focusquestionsoftomorrow.com
Asking the right questions — sharpening human judgment on what matters.
Decide & Actstrategy-review.com
From scenarios to strategy — readiness checks and decision support.
The shift in numbers
What changes when generation is no longer the bottleneck.
0
scenarios per cycle — instead of 3 or 4
Days
from signal to decision — instead of months
0
continuous scanning, running in the background
0
of judgments stay with humans
Principles
Five commitments the method stands on.
Open & diverse
Plurality over tunnel vision.
Encourage dissent
Disagreement makes futures more robust.
Humans stay central
Values, context, judgment, accountability.
Transparent & traceable
Understand and verify AI results.
Agile & continuous
The future is dynamic — so are we.
Published
The Working Paper
Flipped Foresight: Inverting the Division of Labor between Humans and Machines in Scenario-Based Futures Work
Ulf Pillkahn · SSRN Working Paper, August 2026 · doi.org/10.2139/ssrn.7322758
The working paper is now available on SSRN — definition, reference model, demarcation from classical scenario technique, and first evidence from teaching practice.
Cite as: Pillkahn, Ulf (2026): Flipped Foresight: Inverting the Division of Labor between Humans and Machines in Scenario-Based Futures Work. SSRN Working Paper. https://ssrn.com/abstract=7322758
Workshop
Zukunftswerkstatt mit KI
A hands-on futures workshop — conducted in German
Flipped Foresight, applied in one day: a scenario workshop for corporate teams, powered by the scenario engine picturesoftomorrow.com. Participants learn to work with the engine, practice applying machine-generated scenarios to their own strategic questions, and discuss how to integrate continuous foresight into existing structures.
Two formats: an in-house workshop for your team (one day, on site) — and an open edition in autumn 2026, date to be announced.
Interested? No form, no newsletter tool — a short email is enough:
info@operation-zukunft.de
We will notify you as soon as the date for the open edition is set.
About
Prof. Dr. Ulf Pillkahn
Professor of Innovation and Technology Management (FOM University of Applied Sciences; lecturer at the Technical University of Munich), author on trends and scenarios, and formerly a strategist at Siemens. Flipped Foresight distills two decades of scenario practice — from corporate strategy to the classroom — into a method built for the age of generative AI.
More at pillkahn.com.
- TeachingFOM University of Applied Sciences · Technical University of Munich
- FieldInnovation and technology management, strategic foresight
- BackgroundAuthor on trends and scenarios · formerly Siemens
- RoleOriginator of the Flipped Foresight method