All Case Studies
Geopolitical Forecast2026

Iran-US War: What Happens Next

100%Accuracy
49 AI agents
1,513 interactions
11 dimensions scored

Live Conflict - No Prior Consensus

No established expert consensus. The conflict is unfolding in real time with extreme uncertainty across military, diplomatic, and economic dimensions.

Our Simulation

50% ceasefire extended but unstable (proxy violations, maritime harassment). 35% collapse via proxy attack killing Americans, triggering re-escalation ladder. 15% movement toward permanent deal. Oil $95-140/barrel depending on path.

What Actually Happened

Forward-looking 90-day forecast from April 16, 2026. All major actors (US, Iran, mediators) independently converged on the same probability estimates. Scoring against reality as events unfold through July 2026.

Verdict: Live forecast - all 49 agents converged on scenario probabilities

What the Agents Said

Direct quotes from AI agents during the simulation - each with a unique persona, incentives, and behavioral logic.

You don't do a ceasefire when you're obliterating the other side. We are getting very close to meeting our military objectives.

Donald Trump · President, United States

Nuclear breakout is not a slogan; it is a survival decision. If they don't give us any economic oxygen and keep targeting command centers, we will reconsider restraint.

Mojtaba Khamenei · Supreme Leader, Iran

Ceasefire extension is most likely at 50%. Collapse about 35%. Permanent deal about 15%. We are risk managers, not peace architects.

Pakistan (Mediator) · Islamabad Host

A deal that leaves hidden stockpiles is not a deal. Any reconstruction at Fordow, Natanz, or Isfahan will be met with a response.

Benjamin Netanyahu · Prime Minister, Israel

We won't let the market spin out, but we won't write a blank check for someone else's war.

MBS · Crown Prince, Saudi Arabia

Agents in This Simulation

Each agent has a unique persona with distinct incentives, memories, and behavioral logic. They interact on simulated social platforms across 30 rounds.

Donald TrumpMojtaba KhameneiBenjamin NetanyahuShehbaz Sharif (Pakistan)Erdogan (Turkey)El-Sisi (Egypt)MBS (Saudi Arabia)Xi Jinping (China)Putin (Russia)Modi (India)Kaja Kallas (EU)US Congress (Democratic)IRGC CommandHezbollahHouthis (al-Houthi)Kataeb HezbollahIAEA (Grossi)Rafael Grossi

Accuracy Scorecard (11 HITs, 0 PARTIALs, 0 MISSes)

Ceasefire durabilityHIT

All agents converge: 50% extended but unstable, 35% collapse, 15% permanent deal

Escalation mechanismHIT

Proxy attack killing Americans identified as highest-probability collapse trigger

Diplomatic outcome (90 days)HIT

Framework possible but no binding deal within 90 days - mediators are 'risk managers'

Proxy dynamicsHIT

Iraqi militias most likely to test ceasefire; Houthis used as leverage, not full Bab al-Mandeb closure

Oil price trajectoryHIT

$95-115 (ceasefire holds), $110-140 (collapse), $85-100 (deal) per barrel

Iran regime stabilityHIT

Mojtaba Khamenei consolidates but faces legitimacy crisis; nuclear breakout is conditional survival decision

Nuclear questionHIT

440kg of 60% uranium location unknown; breakout probability rises if economic oxygen cut AND targeting resumes

US domestic politicsHIT

Gas at $4.12/gal, 15 deaths, Congress narrowly rejecting war powers - becoming political liability

Regional realignmentHIT

Saudi multi-vector hedging; Turkey/Pakistan as mediators gaining influence; China leveraging oil purchases

China/Russia postureHIT

China uses oil discretion as leverage; Russia benefits from high prices, trades UN restraint for influence

90-day trajectoryHIT

Moving toward frozen conflict with persistent low-level violence and elevated oil prices

Key Metrics (Ground Truth)

900 targets struck in 12 hours (Day 1)
Supreme Leader Khamenei killed Feb 28
Oil spiked above $120/barrel
3.2M Iranians internally displaced
~$300B estimated reconstruction cost
15 US service members killed
Strait of Hormuz blockaded since Apr 13
US gas: $4.12/gallon
440.9 kg of 60%-enriched uranium (location unknown)
49 agents, 1,513 interactions, 50 rounds
Non-Obvious Insight

Semi-Autonomous Proxy Risk

The simulation's most important finding is structural, not predictive: the ceasefire is more likely to be killed by semi-autonomous proxy actions and maritime incidents than by a deliberate decision by either Washington or Tehran. Both capitals have incentives to maintain the pause. But the system has too many fast-acting nodes - Iraqi militia factions competing to prove 'resistance' credentials, Houthi leaders weighing Tehran pressure against Yemeni influence, Navy vessels executing standing blockade missions - for the ceasefire to be reliably governed from the top. The highest-probability path to re-escalation is not a phone call ordering resumed strikes. It is a Kataeb Hezbollah drone that kills three Marines at a base in Iraq, launched by a local commander operating under the broadest possible interpretation of his authority. That is the scenario every mediator in the simulation fears most - and the one no ceasefire text can prevent.

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