Ivanov I. vs Peniston R.: Prediction & pick
TIPERO's AI tennis model picks Peniston R. at decimal odds 2.07 with 56% confidence for ATP Roehampton 2 challenger on hard (Monday, August 24, 2026).
About this match
Ivanov I. vs Peniston R. is scheduled for Monday, August 24, 2026 at Roehampton 2 challenger 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 all-time tracked profit is +77.5u across 881 graded picks at +9.7% ROI per bet. Every result is verifiable from match-end scores — see the full track record for the profit-over-time chart.
Get tomorrow's full board
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