Xia Y. vs Kim M.: Prediction & pick
TIPERO's AI tennis model picks Kim M. at decimal odds 2.15 with 44% confidence for ATP Futures 2026 on hard (Tuesday, April 21, 2026).
About this match
Xia Y. vs Kim M. is scheduled for Tuesday, April 21, 2026 at Futures 2026 on hard court. ATP matchup with TIPERO's quantitative model evaluating both sides on surface-specific Elo, recent form, head-to-head history, ranking quality and the de-vigged market line.
How TIPERO's model picks ATP matches
TIPERO is a tennis-only AI prediction engine running daily on every ATP, WTA and Challenger match. Each pick comes from the same calibrated 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.
The full methodology breakdown is in the how AI predicts tennis guide.
Surface notes — Hard court
Read the full surface effects guide for deeper analysis.
Track record & methodology
TIPERO publishes every pick to a public, graded track record. The current all-time tracked profit is +109.6u across 416 graded picks at +27% ROI per bet. Every result is verifiable from match-end scores — see the full track record for the profit-over-time chart.
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