Sofia CostoulasvsTatiana Prozorova
TPYour call
Who wins? One tap, no signup.
AI predictions
2 markets · 5 models
Ask the AIsWho picked what
32 models × 2 markets · click a row to see reasoning
| Model |
Over / Under
?
Over / Under
Over / Under total points. Will the combined score be above or below the line.
|
Match winner
?
Match winner
Match winner. Pick the team that wins in regular time (or who advances in cup formats).
|
|
|---|---|---|---|
| Consensus |
over 2/10 models |
Sofia Costoulas 5/5 models |
|
|
Claude Opus 4.7 FlagshipAnthropic |
Flagship picks across 2 markets — unlock with Pro
Get Pro
|
||
|
Claude Opus 4.7 FlagshipAnthropic |
Flagship picks across 2 markets — unlock with Pro
Get Pro
|
||
|
Claude Opus 4.6 FlagshipAnthropic |
Flagship picks across 2 markets — unlock with Pro
Get Pro
|
||
|
Claude Opus 4.6 FlagshipAnthropic |
Flagship picks across 2 markets — unlock with Pro
Get Pro
|
||
|
Claude Opus 4.8 FlagshipAnthropic |
Flagship picks across 2 markets — unlock with Pro
Get Pro
|
||
|
Claude Opus 4.8 FlagshipAnthropic |
Flagship picks across 2 markets — unlock with Pro
Get Pro
|
||
|
Claude Sonnet 4.6 FlagshipAnthropic |
Flagship picks across 2 markets — unlock with Pro
Get Pro
|
||
|
Claude Sonnet 4.6 FlagshipAnthropic |
Flagship picks across 2 markets — unlock with Pro
Get Pro
|
||
|
Claude Haiku 4.5 Anthropic |
60%
Over 21.5 |
58%
Sofia Costoulas |
|
|
Over / Under
?
Over / Under
Over / Under total points. Will the combined score be above or below the line.
60%
Over 21.5 With both players having moderate serve strength and moderate break-point conversion rates, games tend to go to deuce and extend slightly. A...
Match winner
?
Match winner
Match winner. Pick the team that wins in regular time (or who advances in cup formats).
58%
Sofia Costoulas Both players are relatively low-ranked on the WTA circuit, making this a tight matchup. Costoulas as the home player at the Singapore Tennis... |
|||
|
Claude Haiku 4.5 Anthropic |
60%
Over 21.5 |
58%
Sofia Costoulas |
|
|
Over / Under
?
Over / Under
Over / Under total points. Will the combined score be above or below the line.
60%
Over 21.5 With both players having moderate serve strength and moderate break-point conversion rates, games tend to go to deuce and extend slightly. A...
Match winner
?
Match winner
Match winner. Pick the team that wins in regular time (or who advances in cup formats).
58%
Sofia Costoulas Both players are relatively low-ranked on the WTA circuit, making this a tight matchup. Costoulas as the home player at the Singapore Tennis... |
|||
|
GPT-5 FlagshipOpenai |
Flagship picks across 2 markets — unlock with Pro
Get Pro
|
||
|
GPT-5 FlagshipOpenai |
Flagship picks across 2 markets — unlock with Pro
Get Pro
|
||
|
GPT-5 Mini Openai |
— | — | |
|
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. |
|||
|
GPT-5 Mini Openai |
— | — | |
|
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. |
|||
|
GPT-4o Mini Openai |
— | — | |
|
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. |
|||
|
GPT-4o Mini Openai |
— | — | |
|
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. |
|||
|
o4-mini FlagshipOpenai |
Flagship picks across 2 markets — unlock with Pro
Get Pro
|
||
|
o4-mini FlagshipOpenai |
Flagship picks across 2 markets — unlock with Pro
Get Pro
|
||
|
Grok 4.3 FlagshipXai |
Flagship picks across 2 markets — unlock with Pro
Get Pro
|
||
|
Grok 4.3 FlagshipXai |
Flagship picks across 2 markets — unlock with Pro
Get Pro
|
||
|
Grok 4 Fast Xai |
62%
under |
58%
Sofia Costoulas |
|
|
Over / Under
?
Over / Under
Over / Under total points. Will the combined score be above or below the line.
62%
under Both players lack elite serve power so matches often end in straight sets on indoor hard. Costoulas' recent form suggests she can close out...
Match winner
?
Match winner
Match winner. Pick the team that wins in regular time (or who advances in cup formats).
58%
Sofia Costoulas Sofia Costoulas holds a modest edge in recent hard-court results against similarly ranked opponents based on training data through 2025-09.... |
|||
|
Grok 4 Fast Xai |
62%
under |
58%
Sofia Costoulas |
|
|
Over / Under
?
Over / Under
Over / Under total points. Will the combined score be above or below the line.
62%
under Both players lack elite serve power so matches often end in straight sets on indoor hard. Costoulas' recent form suggests she can close out...
Match winner
?
Match winner
Match winner. Pick the team that wins in regular time (or who advances in cup formats).
58%
Sofia Costoulas Sofia Costoulas holds a modest edge in recent hard-court results against similarly ranked opponents based on training data through 2025-09.... |
|||
|
Gemini 3.1 Pro Flagship |
Flagship picks across 2 markets — unlock with Pro
Get Pro
|
||
|
Gemini 3.1 Pro Flagship |
Flagship picks across 2 markets — unlock with Pro
Get Pro
|
||
|
Gemini 2.5 Pro Flagship |
Flagship picks across 2 markets — unlock with Pro
Get Pro
|
||
|
Gemini 2.5 Pro Flagship |
Flagship picks across 2 markets — unlock with Pro
Get Pro
|
||
|
Gemini 2.5 Flash |
60%
Over 2.5 Sets |
55%
Sofia Costoulas |
|
|
Over / Under
?
Over / Under
Over / Under total points. Will the combined score be above or below the line.
60%
Over 2.5 Sets With both players being closely matched based on historical performance data and no clear dominant factor, a three-set encounter is highly p...
Match winner
?
Match winner
Match winner. Pick the team that wins in regular time (or who advances in cup formats).
55%
Sofia Costoulas Based on my training data up to my last update, Sofia Costoulas generally showed slightly more consistent performances on hard courts compar... |
|||
|
Gemini 2.5 Flash |
60%
Over 2.5 Sets |
55%
Sofia Costoulas |
|
|
Over / Under
?
Over / Under
Over / Under total points. Will the combined score be above or below the line.
60%
Over 2.5 Sets With both players being closely matched based on historical performance data and no clear dominant factor, a three-set encounter is highly p...
Match winner
?
Match winner
Match winner. Pick the team that wins in regular time (or who advances in cup formats).
55%
Sofia Costoulas Based on my training data up to my last update, Sofia Costoulas generally showed slightly more consistent performances on hard courts compar... |
|||
|
Gemini 2.5 Flash-Lite |
52%
over |
60%
Sofia Costoulas |
|
|
Over / Under
?
Over / Under
Over / Under total points. Will the combined score be above or below the line.
52%
over While the exact number of games is hard to pinpoint without specific player data, a competitive match that goes to three sets often results...
Match winner
?
Match winner
Match winner. Pick the team that wins in regular time (or who advances in cup formats).
60%
Sofia Costoulas Based on my training data, Sofia Costoulas has shown a stronger recent performance and is generally considered the more consistent player in... |
|||
|
Gemini 2.5 Flash-Lite |
52%
over |
60%
Sofia Costoulas |
|
|
Over / Under
?
Over / Under
Over / Under total points. Will the combined score be above or below the line.
52%
over While the exact number of games is hard to pinpoint without specific player data, a competitive match that goes to three sets often results...
Match winner
?
Match winner
Match winner. Pick the team that wins in regular time (or who advances in cup formats).
60%
Sofia Costoulas Based on my training data, Sofia Costoulas has shown a stronger recent performance and is generally considered the more consistent player in... |
|||
|
DeepSeek V3 Deepseek |
62%
Over 2.5 |
55%
Sofia Costoulas |
|
|
Over / Under
?
Over / Under
Over / Under total points. Will the combined score be above or below the line.
62%
Over 2.5 With no clear favorite and both players at a similar ITF/Challenger level, a three-set match is the most likely outcome. WTA lower-tier matc...
Match winner
?
Match winner
Match winner. Pick the team that wins in regular time (or who advances in cup formats).
55%
Sofia Costoulas No live access, so this is based on training data through 2025-09. Costoulas is a Belgian left-hander with a slightly higher ITF/Challenger... |
|||
|
DeepSeek V3 Deepseek |
62%
Over 2.5 |
55%
Sofia Costoulas |
|
|
Over / Under
?
Over / Under
Over / Under total points. Will the combined score be above or below the line.
62%
Over 2.5 With no clear favorite and both players at a similar ITF/Challenger level, a three-set match is the most likely outcome. WTA lower-tier matc...
Match winner
?
Match winner
Match winner. Pick the team that wins in regular time (or who advances in cup formats).
55%
Sofia Costoulas No live access, so this is based on training data through 2025-09. Costoulas is a Belgian left-hander with a slightly higher ITF/Challenger... |
|||
Over / Under
Consensusover 2/10
With both players having moderate serve strength and moderate break-point conversion rates, games tend to go to deuce and extend slightly. A...
With both players having moderate serve strength and moderate break-point conversion rates, games tend to go to deuce and extend slightly. A...
Both players lack elite serve power so matches often end in straight sets on indoor hard. Costoulas' recent form suggests she can close out...
Both players lack elite serve power so matches often end in straight sets on indoor hard. Costoulas' recent form suggests she can close out...
With both players being closely matched based on historical performance data and no clear dominant factor, a three-set encounter is highly p...
With both players being closely matched based on historical performance data and no clear dominant factor, a three-set encounter is highly p...
While the exact number of games is hard to pinpoint without specific player data, a competitive match that goes to three sets often results...
While the exact number of games is hard to pinpoint without specific player data, a competitive match that goes to three sets often results...
With no clear favorite and both players at a similar ITF/Challenger level, a three-set match is the most likely outcome. WTA lower-tier matc...
With no clear favorite and both players at a similar ITF/Challenger level, a three-set match is the most likely outcome. WTA lower-tier matc...
Match winner
ConsensusSofia Costoulas 5/5
Both players are relatively low-ranked on the WTA circuit, making this a tight matchup. Costoulas as the home player at the Singapore Tennis...
Both players are relatively low-ranked on the WTA circuit, making this a tight matchup. Costoulas as the home player at the Singapore Tennis...
Sofia Costoulas holds a modest edge in recent hard-court results against similarly ranked opponents based on training data through 2025-09....
Sofia Costoulas holds a modest edge in recent hard-court results against similarly ranked opponents based on training data through 2025-09....
Based on my training data up to my last update, Sofia Costoulas generally showed slightly more consistent performances on hard courts compar...
Based on my training data up to my last update, Sofia Costoulas generally showed slightly more consistent performances on hard courts compar...
Based on my training data, Sofia Costoulas has shown a stronger recent performance and is generally considered the more consistent player in...
Based on my training data, Sofia Costoulas has shown a stronger recent performance and is generally considered the more consistent player in...
No live access, so this is based on training data through 2025-09. Costoulas is a Belgian left-hander with a slightly higher ITF/Challenger...
No live access, so this is based on training data through 2025-09. Costoulas is a Belgian left-hander with a slightly higher ITF/Challenger...
Model confidence
Conviction in pick · Match winnerGemini 2.5 Flash-Lite
Sofia Costoulas
Gemini 2.5 Flash-Lite
Sofia Costoulas
Claude Haiku 4.5
Sofia Costoulas
Claude Haiku 4.5
Sofia Costoulas
Grok 4 Fast
Sofia Costoulas
Grok 4 Fast
Sofia Costoulas
Gemini 2.5 Flash
Sofia Costoulas
Gemini 2.5 Flash
Sofia Costoulas
DeepSeek V3
Sofia Costoulas
DeepSeek V3
Sofia Costoulas
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
Team newsRe-run the AIs closer to kickoff and watch the read evolve. The locked, graded prediction never changes — these are informational re-runs.
Lineups change everything — Pro re-runs the AIs after they drop.
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:
41a1892e85334d58…
- Kickoff
- Mon, Sep 21 · 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": 46450,
"sport": "tennis",
"venue": null,
"league": "Singapore Tennis Open presented by BNP Paribas",
"starts_at": "2026-09-21T04:00:00+02:00",
"starts_at_human": "Mon, 21 Sep 2026 02:00:00 GMT"
},
"teams": {
"away": "Tatiana Prozorova",
"home": "Sofia Costoulas"
},
"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.
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.