ATP/WTA Tennis

Ann Li vs Liudmila Samsonova Prediction

May 8, 2026

10,000 Monte Carlo simulations

Ann Li vs Liudmila Samsonova prediction for May 8, 2026: Our Monte Carlo simulation ran 10,000 game iterations and projects Liudmila Samsonova 0 - Ann Li 0. Ann Li is favored with a 51.7% win probability.

Liudmila Samsonova
1646
Clay Elo
VS Clay • WTA
Ann Li
1561
Clay Elo
Match Win Probability
48.2%
51.7%
Liudmila SamsonovaAnn Li
Clay
Surface
WTA Italian Open
Tournament
10,000
Simulations
FINALLiudmila Samsonova def Ann Li (2–0)
Calibrated accuracy at this confidence: 51.6% (1,806 games)

Match Context

Tournament
WTA Italian Open
Surface
Clay
Format
Best of 3 · WTA

Surface Elo Ratings (Clay)

Ann Li
1561
Liudmila Samsonova
1646
Liudmila Samsonova leads by 85 Elo points on Clay

Serve & Return Analysis

Serve Points Won % (SPW) is the single most predictive metric in tennis. WTA average on Clay: 56.5%

Ann Li SPW
56.1%
Below tour avg
Liudmila Samsonova SPW
54.8%
Below tour avg
● Ann Li has a slight serve edge (+1.3%)

Market Odds & Model Edge

Ann Li ML
+124
Model: 52%
Edge: +7.1%
Liudmila Samsonova ML
-144
Model: 48%
Edge: -10.8%
Model Projection
Ann Li ML +124 · +7.1% edge

Key Matchup Factors

Surface Elo v1.0 · Barnett-Clarke serve model · 10,000 simulations · WTA

Edge Analysis

Moneyline
Ann Li 51.7%
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How this prediction was generated: This page shows output from the Olympus Bets ATP/WTA Tennis Monte Carlo engine. Each game is simulated 10,000 times using real-time team data, injury reports, and current odds. Probabilities are calibrated using Bayesian methods and sized via the Kelly Criterion. Full methodology →

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