Geopolitical scenario modelling

Anticipate the response before the move.

Bespoke, AI-powered geopolitical forecasts, built by modelling how states and non-state actors respond to one another under changing conditions.

Scenario · Strait of Hormuz
Traffic normal

Strike. Then what?

Most crisis coverage stops at the first move. The decisions that matter come after it. States rarely repeat themselves exactly: they respond to incentives, leaders, domestic pressure, their own credibility and a strategic picture that keeps shifting. Pre-Emptive Diplomacy models those forces, with the historical record as one input among them.

Live scenario 02 · Red Sea and the Gulf

Riyadh's airport is hit. Who moves next?

Profiles reviewed12 October 2026

HorizonNext 30 days

StatusIllustrative estimates

01 Actor model · What is driving Riyadh now

Trigger · October 2026

Houthi missiles hit Saudi airports, including Riyadh's, and kill civilians. The coalition says the attacks "will not go unpunished."

02 Riyadh's strategy

03 Outcome, next 30 days

Band width shows probability. Strategies combine a military posture with a diplomatic track, so they can overlap in practice; each strategy here is one complete combination. Several strategies can lead to the same outcome. Strategies and outcomes each sum to 100%.

Illustrative estimates for the prototype, set by analyst judgement.

Context as of 12 October 2026: Al Jazeera, Aug 2026 · FDD Long War Journal, Aug 2026 · TIME, Oct 2026 · Al Jazeera, Oct 2026 · Saudi Arabia in the 2026 Iran war

Method

Model the actors, then estimate the odds.

  1. Build actor models

    Understand the decision-makers.

    Evidence-grounded profiles of states and non-state actors: their objectives, capabilities, constraints, historical behaviour, strategic relationships and responses to pressure.

  2. Simulate interactions

    Follow the moves and countermoves.

    AI evaluates how actors may respond to an initial event, and how each response changes the choices available to everyone else.

  3. Estimate outcomes

    Forecast the possible paths.

    Plausible sequences are compared and given relative probabilities, with the assumptions, evidence and uncertainties behind each estimate set out in full.

From ranking branches by how closely they match history

To estimating how likely each outcome is, given the conditions now

Forecasts are probabilities, not certainties. Every assessment states its time horizon, its confidence and the date its actor models were last reviewed.

About

A non-linear path to the same question.

I have spent my career reading places: what they are worth, how people move through them, and what they mean to those who hold them. Pre-Emptive Diplomacy puts that to work on the hardest question in geopolitics.

Hajar Ali, founder

Dubai · 2026

I was living in Dubai when the Iran war broke out. I repatriated home to Singapore.

"Then what?" stopped being a seminar question. It became the one I wanted to answer properly.

Why Pre-Emptive Diplomacy exists

Geopolitical crises are rarely defined by a single decision. They unfold through sequences of action, reaction, miscalculation and restraint.

Pre-Emptive Diplomacy was founded to explore whether AI can make those sequences more intelligible and, over time, more predictable.

From geopolitical events to operational decisions.

Governments and public institutions

Compare escalation pathways and test how policy choices could change a crisis.

Insurers and reinsurers

See how a crisis could spread into political violence, supply chains and underwriting risk.

Shipping and logistics

Assess route access, port operations and escalation around critical chokepoints.

Multinational companies

Understand the exposure of people, operations, investments and regional continuity.

Your question. The possible consequences.

A regional confrontation. A threatened chokepoint. An election with reach beyond its borders. We build bespoke forecasts around the questions that matter to you: modelling the actors, testing moves and countermoves, and estimating the probability of each outcome.

Discuss your use casehello [at] preemptive-diplomacy [dot] com