Kitzbuhel Austria Clay Atp 250 Round of 32

Lukas Neumayer vs Yannick Hanfmann: AI Prediction | Games, Spread, Aces & Double Faults

Lukas Neumayer

Rank: #167
14%
VS

Yannick Hanfmann

Rank: #51
86%
Expected Total Games: 25.4
Predicted Winner: Yannick Hanfmann

Why the Model Favors Yannick Hanfmann

The factors that drove this prediction, measured in win-probability points.

Recent form +10.8 Yannick Hanfmann
Recent record by level +8.6 Yannick Hanfmann
Serve & return game +7.5 Yannick Hanfmann
Surface fit +4.5 Yannick Hanfmann
Overall strength +3.4 Yannick Hanfmann

Starting from an even matchup, these factors move the model to 86% for Yannick Hanfmann. Computed with gradient-based attribution on our neural network — not editorial opinion. How to read this →

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Player Metrics

Lukas Neumayer

Form Index: 27.6
ELO Rating: 1491.3
Glicko2 Rating: 1469.4
Current Fatigue (minutes): 0.0
Surface Strength:
Hard: 4.4
Clay: 12.9
Grass: 3.4
Serve Rating: 93.9
Return Rating: 94.7

Yannick Hanfmann

Form Index: 37.8
ELO Rating: 1637.9
Glicko2 Rating: 1718.7
Current Fatigue (minutes): 0.0
Surface Strength:
Hard: 24.4
Clay: 21.4
Grass: 15.6
Serve Rating: 96.6
Return Rating: 86.5

Recent Matches

Lukas Neumayer

  • Last Match: vs Juan Carlos Prado Angelo (0-2) clay Umag 114 min
  • 2nd Last Match: vs Marko Topo (0-2) clay Umag 135 min
  • 3rd Last Match: vs Mili Poljicak (2-1) clay Umag 154 min
  • 4th Last Match: vs Dusan Lajovic (0-2) grass Wimbledon 174 min
  • 5th Last Match: vs Jaime Faria (0-2) clay Roland Garros 174 min

Yannick Hanfmann

Head-to-Head (Last 2 Seasons)

0
Lukas Neumayer
vs
1
Yannick Hanfmann
Hard
0 - 0
Clay
0 - 1
Grass
0 - 0

Key Prediction Insights

Kitzbühel, Austria — round of 32 on clay at a 250-level event. The model strongly leans to Yannick Hanfmann as the likely winner: Hanfmann 85.60%, Lukas Neumayer 14.40%, with a low-scoring clay battle expected — about 25.44 total games.

Match Analysis

The model’s edge for Hanfmann is driven most by recent form and match-level results: recent form contributes +10.8 percentage points and recent record by level +8.6 toward Hanfmann. That signal sits on a clear gap in ranking and Elo (Hanfmann ranked 51 with an Elo of 1637.9 versus Neumayer 167 and Elo 1491.3), while both arrive at Kitzbühel with no tournament fatigue on record. Hanfmann’s surface strength index (21.43) is notably higher than Neumayer’s (12.86), which also nudges the projection in his favor on clay. Serve & return dynamics are a meaningful secondary driver (+7.5 toward Hanfmann). Neumayer posts a higher mean return index (94.68) than Hanfmann (86.53) — a difference greater than 5 points — suggesting Neumayer will be the tougher returner. Hanfmann’s mean serve index is slightly higher (96.63 vs 93.93), and the model appears to prize his overall match-play quality (rank/Elo) when judging serve-and-close situations. Looking at form across the last three matches: Neumayer is 1–2 (a win followed by two straight losses in Umag, all on clay), while Hanfmann is also 1–2 but with a solid straight-sets win over Pedro Martinez in Gstaad and a competitive three-set loss there to Valentin Vacherot.

Total Games Predictions

🎾
Expected Total Games in Match 25.4 Most likely outcome: 25 games

📊 Total Games Probability Distribution

Distribution

Probability of each total games outcome

Probability distribution chart for total games in Lukas Neumayer versus Yannick Hanfmann. The X-axis shows possible total games values and the Y-axis shows the predicted probability percentage for each outcome.
Cumulative Probability (CDF)

Probability of total games ≤ X

Cumulative distribution function chart for total games in Lukas Neumayer versus Yannick Hanfmann. The curve rises from 0% to 100%, showing the cumulative probability for each games total threshold.

Games Spread Predictions

📈
Expected Games Spread (Lukas Neumayer - Yannick Hanfmann) -4.1 Most likely spread: -5 (Yannick Hanfmann wins 5 more games)

📊 Games Spread Probability Distribution

Distribution

Probability of each games spread outcome

Probability distribution chart for games spread in Lukas Neumayer versus Yannick Hanfmann. Positive values indicate Lukas Neumayer winning more games, negative values indicate Yannick Hanfmann winning more games.
Cumulative Probability (CDF)

Probability of spread ≤ X

Cumulative distribution function chart for games spread in Lukas Neumayer versus Yannick Hanfmann. The curve shows the cumulative probability for each spread threshold.

Aces and Double Faults Predictions

The aces prediction for the match is modest — predicted aces ~9.78 — and the double faults prediction is about 4.79 expected double faults. Clay tends to suppress ace counts due to slower pace and higher bounce, while longer points can increase the incidence of double faults late in matches. Neither player posts a significantly higher serve rating, so the ace total is expected to remain moderate rather than inflated.
🎯
Expected Total Aces 9.8 Most likely: 9 aces
Expected Total Double Faults 4.8 Most likely: 4 double faults

🎯 Aces Probability Distribution

Distribution

Probability of each ace count outcome

Probability distribution chart for total aces in Lukas Neumayer versus Yannick Hanfmann. Higher ace counts are more likely on faster surfaces like grass.
Cumulative Probability (CDF)

Probability of aces ≤ X

Cumulative distribution function chart for total aces in Lukas Neumayer versus Yannick Hanfmann. The curve shows the cumulative probability for each aces threshold.

Double Faults Probability Distribution

Distribution

Probability of each double fault count outcome

Probability distribution chart for double faults in Lukas Neumayer versus Yannick Hanfmann. Clay surface matches tend to produce more double faults due to fatigue in longer rallies.
Cumulative Probability (CDF)

Probability of double faults ≤ X

Cumulative distribution function chart for double faults in Lukas Neumayer versus Yannick Hanfmann. The curve shows the cumulative probability for each double faults threshold.

🎯 Match Format Predictions

Tiebreak Likelihood

Probability that any tiebreak is played in this match

28.9% Predicted: No tiebreak

Exact Score Distribution BO3

Probability of each set-by-set outcome (Lukas Neumayer's perspective)

0-2 Most likely set score (48.0%)
Probability distribution of the final set score from Lukas Neumayer's perspective. Format: BO3.

Final Prediction

Hanfmann’s clear advantage in recent form is the top reason he’s favored here. Watch how Neumayer’s strong return game challenges Hanfmann’s serve; that matchup dynamic will be decisive in whether the match stays short (as projected) or stretches longer.

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