TennisEdge's AI model finds no betting value in N. Noha Akugue vs A. Akli (Caldas da Rainha on 2026-09-15) — the market is efficient, with N. Noha Akugue favoured at 1.48.
Independent estimates of who wins, each from a different method. The blend is what the bot prices against the market.
| Method | N. Noha Akugue | A. Akli |
|---|---|---|
| Elo ratings-based, surface-weighted |
66.9% | 33.1% |
| Machine learning 29-feature gradient-boosted model |
70.2% | 29.8% |
| Serve / return point-by-point simulation |
38.5% | 61.5% |
| Blend what the bot actually prices off |
58.5% | 41.5% |
| Market implied de-vigged from the opening odds |
59.1% | 40.9% |
We publish how well these score against the closing market, including where they lose: how accurate are tennis predictions?
| Player | Surface | Elo | Record | Matches |
|---|---|---|---|---|
| N. Noha Akugue | hard | 1675 | 57–44 | 101 |
| A. Akli | hard | 1575 | 49–33 | 82 |
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 Aug. 25, 2026.
| L | F. Ferro | 2 - 0 | Sept. 13, 2026 |
| W | G. Maristany | 2 - 0 | Sept. 12, 2026 |
| W | A. Soboleva | 0 - 2 | Sept. 11, 2026 |
| W | A. Granwehr | 0 - 2 | Sept. 9, 2026 |
| W | D. Zoldakova | 1 - 2 | Sept. 7, 2026 |
| L | M. Ristic | 2 - 1 | Aug. 24, 2026 |
| L | A. Zakharova | 0 - 2 | Aug. 8, 2026 |
| W | C. Ansari | 2 - 1 | Aug. 7, 2026 |
| W | P. Hon | 0 - 2 | Aug. 5, 2026 |
| L | A. Kulikova | 2 - 0 | Aug. 2, 2026 |
All Sept. 15, 2026 results & picks →