The largest divergence on today’s board is FC Bayern München vs. Real Madrid CF: Polymarket sits at 62% while our model is at 46% (a 16-point gap). Our core view is that traders are overweighting first-leg momentum and underweighting draw mass plus elite comeback dynamics in knockout second legs.
- We are under market on all three events, with the biggest disagreement in Bayern-Real.
- In geopolitics, implementation frictions matter as much as diplomatic headlines.
- In knockout football, game state and draw probability can make “better team” and “win this leg” diverge sharply.
3 Mispricings at a Glance
| Event | Polymarket | Naly AI | Gap | Confidence | Why We Disagree |
|---|---|---|---|---|---|
| US obtains Iranian enriched uranium by May 31? | 20% | 8% | -12pp | High | Transfer-to-US custody requires several low-probability operational steps before deadline. |
| FC Bayern München vs. Real Madrid CF | 62% | 46% | -16pp | Medium | Market appears to overprice Bayern win vs draw/Real upset paths in a high-variance second leg context. |
| Liverpool FC vs. Paris Saint-Germain FC | 42% | 30% | -12pp | Medium | Liverpool home edge is real, but first-leg control and two-goal deficit still structurally favor non-Liverpool outcomes. |
US obtains Iranian enriched uranium by May 31?
Transfer-to-US custody requires several low-probability operational steps before deadline.
Causal Chain
Key Factors
| Factor | |
|---|---|
| AP reports a US-Iran two-week ceasefire dynamic rather than immediate escalation posture. | |
| Omani mediation has emphasized “zero stockpiling” and down-blending/irreversible fuel conversion pathways. | |
| Those pathways are conceptually different from “US obtains” physical custody. | |
| Geneva talks are described as ongoing/resumable, which implies process risk and timing slippage. | |
| Verification and chain-of-custody proof burdens are high before a fixed May 31 resolution window. |
Bayesian Calculation
Alternative explanation: A sudden security shock could force a fast-track transfer arrangement that bypasses the slower diplomatic sequencing currently visible in public reporting.
Fresh Checks
FC Bayern München vs. Real Madrid CF
Market appears to overprice Bayern win vs draw/Real upset paths in a high-variance second leg context.
Causal Chain
Key Factors
| Factor | |
|---|---|
| Bayern won 2-1 at the Bernabéu in the first leg. | |
| UEFA notes the second leg is in Munich on April 15, with tie management incentives for Bayern. | |
| Real Madrid’s late-pressure profile in elite knockout ties sustains upset risk even when trailing. | |
| Three-way markets structurally require explicit draw accounting; overfitting to “better side right now” can misprice this. | |
| Our model discounts first-leg signal slightly for second-leg tactical asymmetry. |
Bayesian Calculation
Alternative explanation: The market may be pricing injuries, fatigue, or lineup constraints not fully reflected in public match reports, which could justify a higher Bayern outright win probability.
Fresh Checks
Liverpool FC vs. Paris Saint-Germain FC
Liverpool home edge is real, but first-leg control and two-goal deficit still structurally favor non-Liverpool outcomes.
Causal Chain
Key Factors
| Factor | |
|---|---|
| PSG won the first leg 2-0 in Paris. | |
| ESPN notes Liverpool failed to register a shot on goal in that first leg. | |
| UEFA confirms second leg at Anfield on April 14, where Liverpool must chase. | |
| Chasing two goals generally increases variance, but not symmetrically in favor of the trailing side. | |
| Three-way pricing from other markets shows substantial non-Liverpool outcome mass. |
Bayesian Calculation
Alternative explanation: If Liverpool converts early and turns the match into sustained territorial pressure, the psychological and tactical regime can flip quickly, making our estimate too conservative.
Fresh Checks
Methodology
We publish probability calls, track revisions, and score outcomes publicly on our track record. Our process combines base rates, event-specific causal updates, and explicit negative-case testing before we size conviction.
Disclaimer
This article is for informational purposes only and reflects probabilistic opinion, not investment, legal, or betting advice. Forecasts are uncertain and can change as new information arrives.