Arnaldi M.ATP
TIPERO's AI tennis model has placed 2 graded picks on Arnaldi M. matches: 0-2 record (0% win rate), -2.00u tracked profit.
Matches analysed
30
Total in database
AI picks placed
2
Times TIPERO selected
Win rate
0%
0-2 record
Tracked profit
-2.0u
-100% ROI
Most-played surface
Clay
19 matches
Surface breakdown
clay
19
hard
7
grass
4
Why surface matters: read the surface effects guide for how court type changes hold rates and bettor strategy.
Tournaments seen
Cagliari challengerCincinnatiEastbourneFrench OpenLyonMiamiMontrealRome
How TIPERO models Arnaldi M.
TIPERO is a tennis-only AI prediction engine running daily on every ATP, WTA and Challenger match. Arnaldi M. appears in our tracked record across 30 matches. Each prediction comes from a quantitative stack:
- Surface-aware Elo — separate ratings per court type, updated daily.
- Recent form scoring — last-5 record weighted by opponent quality.
- Head-to-head history — surface-filtered, recency-weighted.
- Market signal blending — V4.1 logistic calibration on closing odds.
- XGBoost ML filter — gradient-boosted classifier gates marginal picks.
Full methodology breakdown: How AI Predicts Tennis.
See Arnaldi M.'s next match prediction
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