TennisEdge's AI model finds no betting value in A. Ito vs K. Sebov (Toronto on 2026-08-02) — the market is efficient, with A. Ito favoured at 1.59.
Independent estimates of who wins, each from a different method. The blend is what the bot prices against the market.
| Method | A. Ito | K. Sebov |
|---|---|---|
| Elo ratings-based, surface-weighted |
63.6% | 36.4% |
| Machine learning 29-feature gradient-boosted model |
45.8% | 54.2% |
| Serve / return point-by-point simulation |
54.0% | 46.0% |
| Blend what the bot actually prices off |
63.6% | 36.4% |
| 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?
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. 2, 2026.
K. Sebov leads 1–0 over 1 meeting. Full record.
| Date | Event | Surface | Winner | Score |
|---|---|---|---|---|
| Aug. 2, 2026 | Toronto | hard | K. Sebov | 2 - 0 |
| L | K. Sebov | 0 - 2 | Aug. 2, 2026 |
| W | O. Selekhmeteva | 1 - 2 | Aug. 1, 2026 |
| L | Y. Ma | 2 - 1 | July 26, 2026 |
| W | A. Sharma | 1 - 2 | July 25, 2026 |
| L | G. Knutson | 0 - 2 | July 18, 2026 |
| W | A. Ito | 0 - 2 | Aug. 2, 2026 |
| L | E. Kalieva | 0 - 2 | July 28, 2026 |
| W | M. A. Teixido Garcia | 2 - 0 | July 26, 2026 |
| W | C. Soares | 2 - 0 | July 25, 2026 |
| L | T. Maria | 0 - 2 | July 9, 2026 |
All Aug. 2, 2026 results & picks →
A. Ito (22, #86) vs K. Sebov (27, #225) — Toronto, hard. MODELS vs MARKET ELO: A 63.6% | ML: A 45.8% (lone outlier) | model 63.6% Book A 1.59 / B 2.30 ; Betfair A 1.54 / B 2.42 (exchange SHORTENED A vs book — money is coming FOR the favourite). ELO + ranking (86 vs 225) + exchange all agree A ~63%. ML is the sole dissenter (break-even ~46%). RECENT FORM (last 5 each) Ito: 08-01 Won Toronto Final vs Selekhmeteva (1701 Strong) 3-set GRIND; 07-26 Lost Memphis Final (Ma 1500); 07-25 Won Memphis SF (Sharma 1500, grind); 07-18 Lost Prague SF (Knutson 1425, clay); 07-14 Lost Athens (Korneeva 1500) 2-6 1-6. Volatile — title run yesterday but bad losses to weak fields. Shape STABLE/mixed. Sebov: 07-28 Lost Memphis (Kalieva 1500); 07-26 Won Memphis Final (Teixido 1500) 6-1 7-5; 07-25 Won Memphis SF (Soares 1500) 6-1 6-0 DOM; 07-09 Lost Newport (Maria 1803 Elite); 07-08 Won Newport (Brace 1417) DOM. Winning at ITF/quali level. Shape STABLE. PATH & SHARPNESS Ito match-sharp (deep Toronto run, played 08-01). Sebov last match 07-28 (5d, within window). FATIGUE / NARRATIVE Ito: 3-set title win YESTERDAY (326 court-min/7d, back_to_back). Extreme spot + LETDOWN (won Final 1d ago) + 3-set hangover −4.5pp. Ito 22 → recovers fast, haircut softened to ~−2/−3pp. Net A ~60-61%. Sebov more rested but no independent edge basis. ELO/ranking sanity: Ito high ELO AND high rank — agreement, ELO credible; ML is the discount candidate, not ELO. PRICING (exchange truth) A: model ~63.6% (~60% post-letdown) vs Betfair 1.54 → breakeven 66.1%, NEGATIVE edge; min_odds 1.65 > 1.54 → auto-PASS. B: my honest B estimate (ELO+market+ranking consensus, letdown-adjusted) ~38-40% vs Betfair 2.42 breakeven 42.6% → NO edge. Backing B would require trusting the lone ML outlier over ELO+market+ranking triple-consensus, while exchange money is shortening A — classic manufactured contrarian edge. alt_markets: none at analysis time (handicap/totals null). AH: not quoted GATES G1 edge-origin: FAIL — no numeric model-vs-market edge before narrative on either side (A negative on exchange; B edge exists only if the lone ML is believed over ELO+market+ranking). Letdown/fatigue cannot create the edge. G2 consensus: stake-tier note — ELO+market+ranking align on A; ML lone dissent → contaminated/lone, cap tier only (moot, no bet). G3 fatal-risk: n/a — ML market, G3 does not block; no bet regardless. VERDICT: PASS. Favourite unbackable on exchange (price shorter than fair + below min-odds); underdog has no edge unless the noisy lone-ML is trusted against triple consensus with money flowing to A. Letdown is real but market has not drifted (it shortened A), so no priced edge to capture.