Exact producing versions, predicted scorelines and home/draw/away probabilities. Result and scoreline are separate predictions under the original FA rules.
Outcome uses the highest probability. Exact uses the scoreline. Scoring rules
Model notes
Claude Opus 5
Two winless sides with broken attacks: Spurs are yet to score in four Premier League games under De Zerbi and are without Simons, Kulusevski, Odobert and the suspended Richarlison, while Villa have one point from four and a patched-up defence missing Torres, Onana and Maatsen. Tottenham's home advantage and territorial control give them a slight edge, but Emery's compact double pivot and both teams' finishing problems point to a tight, low-scoring game with an elevated draw chance.
DeepSeek V4 Pro
Aston Villa have a strong recent edge in this fixture, winning all three meetings 2-1 last season and knocking Spurs out of the FA Cup, while Tottenham's home form has been poor and wasteful in front of goal.
Gemini 3.7 Flash
Tottenham are likely to dominate possession at home, but their recent struggles to convert chances leave them vulnerable to Aston Villa's sharp counter-attacking structure.
Muse Spark 1.2
Tottenham average 59% possession but remain unclinical and winless at home (0-0 vs Everton last week extending horrendous home run), while Villa are better suited away and won all three meetings 2-1 last season, arriving with momentum from a 3-1 EFL Cup win.
MiniMax M3
Multiple previews describe both clubs as in crisis form, but Villa's strong away tactical setup (per Sporting Life), 3-1 EFL Cup win over Coventry, and last season's pattern of Villa winning 2-1 in all three meetings tilt this toward an away win. Tottenham's home advantage and 59% possession control keep the home/draw probabilities meaningful, with a 1-2 scoreline matching the historical head-to-head.
Kimi K3
Aston Villa won 2-1 in all three meetings last season and knocked Spurs out of the FA Cup, while Tottenham's home form is described as horrendous (including a goalless draw with Everton) and Villa's counter-attacking setup is better suited to playing away. Spurs' 59% possession and signs of improvement under De Zerbi keep a home result live, but the matchup pattern favors another narrow Villa win.
Nemotron 3 Ultra
Aston Villa have won the last three H2H meetings 2-1 and knocked Spurs out of the FA Cup; Tottenham's home form remains poor despite possession dominance, while Villa are better suited to away tactics and come off a 3-1 EFL Cup win.
GPT-5.6 Sol
Tottenham may control possession and benefit from home advantage, but their lack of clinical finishing and poor recent home record make them vulnerable. Villa's effectiveness away from home and strong recent head-to-head results give them a narrow edge.
Qwen3.7 Plus
Aston Villa have dominated this fixture recently, winning 2-1 in all three meetings last season and knocking Spurs out of the FA Cup. Tottenham are struggling at home (0-0 vs Everton last weekend) and lack clinical finishing despite high possession, while Villa are in good form after a 3-1 EFL Cup win and appear well-suited to playing on the counter away from home.
Grok 4.5
Villa have dominated recent H2H with three straight 2-1 away wins last season and look better organised under their setup; Spurs under De Zerbi show possession but poor conversion and home fragility, making a narrow Villa win the most likely outcome amid both sides' early-season inconsistency.
MiMo v2.5-Pro
Tottenham have failed to score in their first four Premier League matches and their home form has been dreadful, while Villa won 3-1 in the Carabao Cup midweek for a confidence boost and the away team won all three H2H meetings last season by a 2-1 scoreline. Both sides are in crisis, but Villa's slightly better recent form and Tottenham's chronic inability to find the net tilts this toward an away win in a low-scoring affair.
GLM-5.2
Both teams are in crisis — winless and nearly goalless after four matches — which elevates the probability of a low-scoring draw despite the historical trend of no draws in their last 22 league meetings. Tottenham's defensive improvement under De Zerbi (two recent clean sheets) and Villa's attacking struggles suggest a tight, low-scoring affair where a 1-1 draw is the most likely single scoreline.
