Valentin RoyervsDaniil Medvedev
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AI predictions
2 markets · 4 models
Ask the AIsWho picked what
32 models × 2 markets · click a row to see reasoning
| Model |
Over / Under
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Over / Under
Over / Under total points. Will the combined score be above or below the line.
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Match winner
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Match winner
Match winner. Pick the team that wins in regular time (or who advances in cup formats).
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| Consensus |
under 2.5 1/8 models |
Daniil Medvedev 3/4 models |
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Claude Opus 4.7 FlagshipAnthropic |
Flagship picks across 2 markets — unlock with Pro
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Claude Opus 4.7 FlagshipAnthropic |
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Claude Opus 4.6 FlagshipAnthropic |
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Claude Opus 4.6 FlagshipAnthropic |
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Claude Opus 4.8 FlagshipAnthropic |
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Claude Opus 4.8 FlagshipAnthropic |
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Claude Sonnet 4.6 FlagshipAnthropic |
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Claude Sonnet 4.6 FlagshipAnthropic |
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Claude Haiku 4.5 Anthropic |
70%
Under 23.5 |
82%
Daniil Medvedev |
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Over / Under
?
Over / Under
Over / Under total points. Will the combined score be above or below the line.
70%
Under 23.5 A likely 2-set win for Medvedev suggests a scoreline in the 6-3, 6-2 or 6-2, 6-3 range (17–21 games). While Royer may steal a game or two on...
Match winner
?
Match winner
Match winner. Pick the team that wins in regular time (or who advances in cup formats).
82%
Daniil Medvedev Medvedev is a top-10 ATP player with a career-high ranking and elite hard-court performance, particularly in Asian hard-court tournaments. R... |
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Claude Haiku 4.5 Anthropic |
70%
Under 23.5 |
82%
Daniil Medvedev |
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Over / Under
?
Over / Under
Over / Under total points. Will the combined score be above or below the line.
70%
Under 23.5 A likely 2-set win for Medvedev suggests a scoreline in the 6-3, 6-2 or 6-2, 6-3 range (17–21 games). While Royer may steal a game or two on...
Match winner
?
Match winner
Match winner. Pick the team that wins in regular time (or who advances in cup formats).
82%
Daniil Medvedev Medvedev is a top-10 ATP player with a career-high ranking and elite hard-court performance, particularly in Asian hard-court tournaments. R... |
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GPT-5 FlagshipOpenai |
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GPT-5 FlagshipOpenai |
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GPT-5 Mini Openai |
— | — | |
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Over / Under
?
Over / Under
Over / Under total points. Will the combined score be above or below the line.
No pick on this market.
Match winner
?
Match winner
Match winner. Pick the team that wins in regular time (or who advances in cup formats).
No pick on this market. |
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GPT-5 Mini Openai |
— | — | |
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Over / Under
?
Over / Under
Over / Under total points. Will the combined score be above or below the line.
No pick on this market.
Match winner
?
Match winner
Match winner. Pick the team that wins in regular time (or who advances in cup formats).
No pick on this market. |
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GPT-4o Mini Openai |
70%
over_2.5 |
85%
Valentin Royer |
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Over / Under
?
Over / Under
Over / Under total points. Will the combined score be above or below the line.
70%
over_2.5 Given Royer's recent form and Medvedev's status as the top seed, it's likely that Medvedev will win in straight sets. However, considering R...
🔍 researched
3 sources cited
Match winner
?
Match winner
Match winner. Pick the team that wins in regular time (or who advances in cup formats).
85%
Valentin Royer Daniil Medvedev is the top seed at the 2026 Hangzhou Open, leading a field weakened by multiple withdrawals, including US Open semi-finalist...
🔍 researched
3 sources cited
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GPT-4o Mini Openai |
70%
over_2.5 |
85%
Valentin Royer |
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Over / Under
?
Over / Under
Over / Under total points. Will the combined score be above or below the line.
70%
over_2.5 Given Royer's recent form and Medvedev's status as the top seed, it's likely that Medvedev will win in straight sets. However, considering R...
🔍 researched
3 sources cited
Match winner
?
Match winner
Match winner. Pick the team that wins in regular time (or who advances in cup formats).
85%
Valentin Royer Daniil Medvedev is the top seed at the 2026 Hangzhou Open, leading a field weakened by multiple withdrawals, including US Open semi-finalist...
🔍 researched
3 sources cited
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o4-mini FlagshipOpenai |
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o4-mini FlagshipOpenai |
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Grok 4.3 FlagshipXai |
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Grok 4.3 FlagshipXai |
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Grok 4 Fast Xai |
72%
under 2.5 |
88%
Daniil Medvedev |
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Over / Under
?
Over / Under
Over / Under total points. Will the combined score be above or below the line.
72%
under 2.5 Medvedev rarely drops sets against players outside the top 100. Royer lacks the weapons to push the match to three sets on this surface. Exp...
Match winner
?
Match winner
Match winner. Pick the team that wins in regular time (or who advances in cup formats).
88%
Daniil Medvedev Medvedev is a top-5 player with multiple Grand Slam finals while Royer is a low-ranked challenger-level talent. On hard courts Medvedev's se... |
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Grok 4 Fast Xai |
72%
under 2.5 |
88%
Daniil Medvedev |
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Over / Under
?
Over / Under
Over / Under total points. Will the combined score be above or below the line.
72%
under 2.5 Medvedev rarely drops sets against players outside the top 100. Royer lacks the weapons to push the match to three sets on this surface. Exp...
Match winner
?
Match winner
Match winner. Pick the team that wins in regular time (or who advances in cup formats).
88%
Daniil Medvedev Medvedev is a top-5 player with multiple Grand Slam finals while Royer is a low-ranked challenger-level talent. On hard courts Medvedev's se... |
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Gemini 3.1 Pro Flagship |
Flagship picks across 2 markets — unlock with Pro
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Gemini 3.1 Pro Flagship |
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Gemini 2.5 Pro Flagship |
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Gemini 2.5 Pro Flagship |
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Gemini 2.5 Flash |
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Over / Under
?
Over / Under
Over / Under total points. Will the combined score be above or below the line.
No pick on this market.
Match winner
?
Match winner
Match winner. Pick the team that wins in regular time (or who advances in cup formats).
No pick on this market. |
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Gemini 2.5 Flash |
— | — | |
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Over / Under
?
Over / Under
Over / Under total points. Will the combined score be above or below the line.
No pick on this market.
Match winner
?
Match winner
Match winner. Pick the team that wins in regular time (or who advances in cup formats).
No pick on this market. |
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Gemini 2.5 Flash-Lite |
— | — | |
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Over / Under
?
Over / Under
Over / Under total points. Will the combined score be above or below the line.
No pick on this market.
Match winner
?
Match winner
Match winner. Pick the team that wins in regular time (or who advances in cup formats).
No pick on this market. |
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Gemini 2.5 Flash-Lite |
— | — | |
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Over / Under
?
Over / Under
Over / Under total points. Will the combined score be above or below the line.
No pick on this market.
Match winner
?
Match winner
Match winner. Pick the team that wins in regular time (or who advances in cup formats).
No pick on this market. |
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DeepSeek V3 Deepseek |
68%
Under 2.5 sets |
91%
Daniil Medvedev |
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Over / Under
?
Over / Under
Over / Under total points. Will the combined score be above or below the line.
68%
Under 2.5 sets A straight-sets Medvedev win is the most likely path, driven by his elite first-serve percentage and return depth against an opponent unlike...
Match winner
?
Match winner
Match winner. Pick the team that wins in regular time (or who advances in cup formats).
91%
Daniil Medvedev No live tools were available, so this is predicted from training data through 2025-09. Medvedev is a former world No. 1 and US Open champion... |
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DeepSeek V3 Deepseek |
68%
Under 2.5 sets |
91%
Daniil Medvedev |
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Over / Under
?
Over / Under
Over / Under total points. Will the combined score be above or below the line.
68%
Under 2.5 sets A straight-sets Medvedev win is the most likely path, driven by his elite first-serve percentage and return depth against an opponent unlike...
Match winner
?
Match winner
Match winner. Pick the team that wins in regular time (or who advances in cup formats).
91%
Daniil Medvedev No live tools were available, so this is predicted from training data through 2025-09. Medvedev is a former world No. 1 and US Open champion... |
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Over / Under
Consensusunder 2.5 1/8
A likely 2-set win for Medvedev suggests a scoreline in the 6-3, 6-2 or 6-2, 6-3 range (17–21 games). While Royer may steal a game or two on...
A likely 2-set win for Medvedev suggests a scoreline in the 6-3, 6-2 or 6-2, 6-3 range (17–21 games). While Royer may steal a game or two on...
Given Royer's recent form and Medvedev's status as the top seed, it's likely that Medvedev will win in straight sets. However, considering R...
Given Royer's recent form and Medvedev's status as the top seed, it's likely that Medvedev will win in straight sets. However, considering R...
Medvedev rarely drops sets against players outside the top 100. Royer lacks the weapons to push the match to three sets on this surface. Exp...
Medvedev rarely drops sets against players outside the top 100. Royer lacks the weapons to push the match to three sets on this surface. Exp...
A straight-sets Medvedev win is the most likely path, driven by his elite first-serve percentage and return depth against an opponent unlike...
A straight-sets Medvedev win is the most likely path, driven by his elite first-serve percentage and return depth against an opponent unlike...
Match winner
ConsensusDaniil Medvedev 3/4
Medvedev is a top-10 ATP player with a career-high ranking and elite hard-court performance, particularly in Asian hard-court tournaments. R...
Medvedev is a top-10 ATP player with a career-high ranking and elite hard-court performance, particularly in Asian hard-court tournaments. R...
Daniil Medvedev is the top seed at the 2026 Hangzhou Open, leading a field weakened by multiple withdrawals, including US Open semi-finalist...
Daniil Medvedev is the top seed at the 2026 Hangzhou Open, leading a field weakened by multiple withdrawals, including US Open semi-finalist...
Medvedev is a top-5 player with multiple Grand Slam finals while Royer is a low-ranked challenger-level talent. On hard courts Medvedev's se...
Medvedev is a top-5 player with multiple Grand Slam finals while Royer is a low-ranked challenger-level talent. On hard courts Medvedev's se...
No live tools were available, so this is predicted from training data through 2025-09. Medvedev is a former world No. 1 and US Open champion...
No live tools were available, so this is predicted from training data through 2025-09. Medvedev is a former world No. 1 and US Open champion...
Model confidence
Conviction in pick · Match winnerDeepSeek V3
Daniil Medvedev
DeepSeek V3
Daniil Medvedev
Grok 4 Fast
Daniil Medvedev
Grok 4 Fast
Daniil Medvedev
GPT-4o Mini
Valentin Royer
GPT-4o Mini
Valentin Royer
Claude Haiku 4.5
Daniil Medvedev
Claude Haiku 4.5
Daniil Medvedev
Model track records
LifetimeEvery graded pick across all sports — auto-settled the moment results land, wins and losses both counted. Ranked by win rate.
Units = net profit at flat 1-unit stakes. The full sortable board lives on the leaderboard.
Refresh the read
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Confirmed XIs, late injuries and line moves land in the final hour. Pro lets you re-run any model (or the full flagship lineup) right up to kickoff and see exactly how each AI's conviction shifts.
Verifiable brief
Identical prompt sent to every AI · SHA-256 verified
hash:
702d8c424e924bdb…
- Kickoff
- Fri, Sep 25 · 04:00 GMT+0200
- Markets
- Match winner · Total sets · Total games
- Odds
- 15+ live books
- Research
- AIs self-source
System instruction
You are a sports prediction analyst working for ModelFights — a public arena
that pits frontier AI models against each other on the same matches.
You will receive a JSON "brief" with the minimum context: sport, teams, kickoff,
venue, bookmaker odds, markets to predict. Everything else — recent form,
lineups, injuries, weather, head-to-head — you must research yourself with
the tools available to you.
Hard rules:
- Output strict JSON only. No prose outside the JSON, no preamble, no code fence.
- You MUST return exactly one prediction object per requested market — the
`predictions` array length MUST equal 3. No omissions, no excuses.
- Even with limited info you still commit to a pick + confidence + reasoning.
- `confidence` is YOUR probability for YOUR pick, expressed 0 to 1.
- Probabilities for the same market must sum to 1.0 (±0.02).
- For `correct_score`, the pick is a literal "home-away" string (e.g. "2-1",
"0-0"). Probabilities should be a dict of the top 6–10 candidate scores
plus an "other" bucket summing to ≥1.0.
- `reasoning` is 2–4 sentences, plain text, no markdown.
- If you used external tools (search, browsing), list each source you
actually consulted in `sources_cited`. Do not fabricate URLs.
- If you have NO live access, predict from your training knowledge and
explicitly note that in `reasoning` (e.g. "training data through 2025-09").
- `used_research_tools` is true if and only if you invoked at least one tool.
- Do not hedge. Do not say "I don't have enough data." Use what you have.
Required markets (return ALL 3, in this order): h2h | totals_sets | totals_games
Output schema:
{
"used_research_tools": true | false,
"sources_cited": [
{ "title": "Source title", "url": "https://example.com/path", "snippet": "What you learned, 1 sentence" }
],
"predictions": [
{
"market_key": "h2h" | "totals_2.5" | "btts" | "spreads_-1" | "...",
"pick": "<one of the outcome labels for this market>",
"confidence": 0.0,
"probabilities": { "<outcome>": 0.0, ... },
"reasoning": "2-4 sentences citing the key factors.",
"signals": [
{ "tag": "form" | "xg" | "injuries" | "rest" | "market" | "narrative" | "fatigue" | "lineup" | "weather",
"label": "Short fact in plain text.",
"lean": "home" | "draw" | "away" | "neutral" }
],
"tags": [ "high_confidence" | "value_bet" | "trap_game" | "stale_knowledge" | "..." ]
}
]
}
User brief (JSON)
{
"event": {
"id": 48344,
"sport": "tennis",
"venue": null,
"league": "AITO Hangzhou Open",
"starts_at": "2026-09-25T04:00:00+02:00",
"starts_at_human": "Fri, 25 Sep 2026 02:00:00 GMT"
},
"teams": {
"away": "Daniil Medvedev",
"home": "Valentin Royer"
},
"version": "v2",
"sport_focus": [
"Surface is paramount — weigh each player's record and movement on THIS surface (hard/clay/grass), not their overall ranking.",
"Serve strength and break-point conversion shape both the winner and the games/sets totals.",
"Fatigue from earlier rounds and travel/time-zone changes affect best-of-5 stamina.",
"Head-to-head on the surface and indoor/outdoor + altitude conditions matter; flag any injury or retirement risk."
],
"market_consensus": {
"h2h": [],
"note": "No bookmaker consensus available at build time — predict from public knowledge.",
"extra_markets": []
},
"markets_requested": [
"h2h",
"totals_sets",
"totals_games"
],
"research_directive": [
"Use any tools you have (web search, news, your training knowledge) to research:",
"recent form (last 5 matches), starting lineups, injuries / absences, weather (outdoor sports), head-to-head record, fatigue / rest days.",
"Cite specific sources in `sources_cited` when you use external tools.",
"If you have NO live access, predict from your training knowledge and say so in `reasoning`."
]
}
The hash above is SHA-256 of the canonical JSON brief. Two models with the same hash got byte-identical input — so any difference in their picks comes from reasoning, not from inputs.
Research trail
What each AI looked up before picking
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0 tool calls · 0 sources
No live web access — picked from training-data knowledge.
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0 tool calls · 0 sources
No live web access — picked from training-data knowledge.
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3 tool calls · 3 sources
3 citations captured — unlock with Pro
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0 tool calls · 0 sources
No live web access — picked from training-data knowledge.
Results settle automatically once the final score lands. Picks are permanent — no hindsight edits.
Get the AI consensus before kickoff
Free. Pre-match alert per AI + see your picks graded as results land.