TennisEdge's AI model finds no betting value in M. Cecchinato vs G. A. Olivieri (Umag on 2026-07-12) — the market is efficient, with M. Cecchinato favoured at 1.25.
Independent estimates of who wins, each from a different method. The blend is what the bot prices against the market.
| Method | M. Cecchinato | G. A. Olivieri |
|---|---|---|
| Elo ratings-based, surface-weighted |
67.0% | 33.0% |
| Machine learning 29-feature gradient-boosted model |
60.4% | 39.6% |
| Serve / return point-by-point simulation |
78.2% | 21.8% |
| Blend what the bot actually prices off |
70.5% | 29.5% |
| Market implied de-vigged from the opening odds |
75.0% | 25.0% |
We publish how well these score against the closing market, including where they lose: how accurate are tennis predictions?
| Player | Surface | Elo | Record | Matches |
|---|---|---|---|---|
| M. Cecchinato | clay | 1683 | 180–136 | 316 |
| G. A. Olivieri | clay | 1569 | 160–141 | 301 |
Our own ratings, computed from match results since 2018. Players with fewer than 5 rated matches are omitted rather than shown at a provisional starting value. Last updated July 29, 2026.
M. Cecchinato leads 2–0 over 2 meetings. Full record.
| Date | Event | Surface | Winner | Score |
|---|---|---|---|---|
| July 12, 2026 | Umag | clay | M. Cecchinato | 2 - 0 |
| Aug. 7, 2024 | Bonn Challenger Men | clay | M. Cecchinato | 2 - 0 |
| L | A. Muller | 2 - 1 | July 29, 2026 |
| W | F. Agamenone | 2 - 0 | July 28, 2026 |
| L | R. A. Burruchaga | 0 - 2 | July 14, 2026 |
| W | G. A. Olivieri | 2 - 0 | July 12, 2026 |
| W | D. Ajdukovic | 2 - 0 | July 11, 2026 |
| L | V. Gaubas | 2 - 0 | July 30, 2026 |
| W | C. Taberner | 2 - 0 | July 28, 2026 |
| L | G. I. Justo | 0 - 2 | July 21, 2026 |
| W | M. Zielinski | 2 - 0 | July 20, 2026 |
| W | J. Lassila | 2 - 0 | July 19, 2026 |
All July 12, 2026 results & picks →
Math-only prediction: no LLM calls used