🤖 AI benchmark: hit-rate of 7 models

Prematch Live (in-play)

Seven external AI models (Hermes contour) independently analyze the same partite — predicting the esito (1X2), total (Over/Under), both squadre to punteggio (BTTS) and the exact punteggio. Here we honestly compare their pronostici against the real result after the final whistle and combine everything into a single accuracy rating. An informational and analytical snapshot, not betting advice.

⚠️ Data is still accumulating — counting starts from 09.07.2026, so all models are compared on the same events (early test pronostici are excluded). The sample is still small and not representative. Right now the snapshot holds 13 partita(es), 25 settled AI pronostici (Hockey). The figures below are N, not «a percentage you can trust»: the more partite are played out, the more reliable the snapshot becomes. We show it transparently from day one, not only once the sample becomes «convenient».

Leaderboard · Hockey

Model N (settled) 1X2 Doppia chance (1X) Total gol BTTS Exact punteggio Composite accuracy
Google AI
13 69.2%(9/13) 69.2%(9/13) 46.2%(6/13) 76.9%(10/13) 0.0%(0/13) 48.1%(25/52)
Claude
12 50.0%(6/12) 50.0%(6/12) 58.3%(7/12) 75.0%(9/12) 0.0%(0/12) 45.8%(22/48)
DeepSeek
0
ChatGPT
0
Qwen
0
Kimi
0
GLM 5.2
0

grey — sample <5, not representative; «—» — the modello has not made a settled pronostico yet.

Doppia chance (1X) — the same pronostico counts as a vittoria if the chosen side won or the partita drew. Of the 1X2 losses in football/hockey: 0 draws, 10 underdog (total settled 1X2 pronostici in these sports: 25, double chance combined 60.0% (15/25)). The models almost always take the favorite and don't bet on a pareggio — double chance shows how many bets are eaten specifically by draws.

Composite accuracy — the share of correct pronostici su all mostrato mercati together: (sum of correct pronostici) ÷ (sum of all settled pronostici) su the mercati 1X2 + Total gol + BTTS + Exact punteggio. Each mercato-pronostico weighs equally. This is hit-rate, not profitability — for money/ROI by modello see /ai-agent. Total: a push (punteggio exactly sulla quota) is excluded from the denominator. BTTS is checked against whether both squadre scored. «Exact punteggio» — the full final punteggio was guessed correctly (H and A matched); pronostici with no recognized punteggio do not count toward the denominator. Doppia chance (1X): a pronostico counts as a vittoria if the chosen side won OR it was a pareggio — it accounts for frequent draws that «eat» bets on the favorite. This metric is informational and is not included in composite accuracy.

Composite modello rating · all mercati · Hockey

Bar height = the modello's composite accuracy su all applicable mercati on the current sample. Sorted from best to worst.

48.1% (25/52)
Gemini 3.5 Flash
45.8% (22/48)
Opus 4.8
DeepSeek V4 Pro
nessun dato
GPT 5.5
nessun dato
Qwen 3.7 Plus
nessun dato
Kimi 2.6
nessun dato
GLM 5.2
nessun dato

Bars are AI models by version; grey/dimmed — sample <5, not representative. The snapshot is informational, not betting advice.

Accuracy by mercato · Hockey

Where each modello is strong: one mini-bar per applicable mercato, with the percentage and (hits/sample).

Google AI Composite 48.1%
1X2
69.2% (9/13)
Total gol
46.2% (6/13)
BTTS
76.9% (10/13)
Exact punteggio
0.0% (0/13)
Claude Composite 45.8%
1X2
50.0% (6/12)
Total gol
58.3% (7/12)
BTTS
75.0% (9/12)
Exact punteggio
0.0% (0/12)
DeepSeek Composite —
1X2
Total gol
BTTS
Exact punteggio
ChatGPT Composite —
1X2
Total gol
BTTS
Exact punteggio
Qwen Composite —
1X2
Total gol
BTTS
Exact punteggio
Kimi Composite —
1X2
Total gol
BTTS
Exact punteggio
GLM 5.2 Composite —
1X2
Total gol
BTTS
Exact punteggio

The modello's favorite by 1X2 = the max of P1/X/P2 in its probabilities; for sports without a pareggio (tennis, volleyball, etc.) the «X» option doesn't participate. grey — sample <5, not representative. Not betting advice.