Houston AstrosvsMiami Marlins
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AI predictions
4 markets · 7 models
Ask the AIsWho picked what
16 models × 4 markets · click a row to see reasoning
| Model |
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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Over / Under
?
Over / Under
Over / Under total points. Will the combined score be above or below the line.
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Spread
?
Spread
Point spread. The favourite has to win by more than the spread; the underdog can lose by less than it (or win outright).
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First 5 innings
?
First 5 innings
First five innings result. Standings after five innings, regardless of late drama.
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|---|---|---|---|---|---|
| Consensus |
Houston Astros 4/7 models |
over 5/7 models |
Miami Marlins 3/7 models |
Houston Astros 4/7 models |
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Claude Opus 4.7 FlagshipAnthropic |
Flagship picks across 4 markets — unlock with Pro
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Claude Opus 4.6 FlagshipAnthropic |
Flagship picks across 4 markets — unlock with Pro
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Claude Opus 4.8 FlagshipAnthropic |
Flagship picks across 4 markets — unlock with Pro
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Claude Sonnet 4.6 FlagshipAnthropic |
Flagship picks across 4 markets — unlock with Pro
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Claude Haiku 4.5 Anthropic |
58%
Miami Marlins |
62%
Over 8.5 |
56%
Miami Marlins +1.5 |
54%
Over 4.5 |
|
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Match winner
?
Match winner
Match winner. Pick the team that wins in regular time (or who advances in cup formats).
58%
Miami Marlins Miami arrives in outstanding form (5-0 last 5 matches, +16 run differential) while Houston has stumbled (3-2 last 5 with neutral run differe...
Over / Under
?
Over / Under
Over / Under total points. Will the combined score be above or below the line.
62%
Over 8.5 Miami's run-scoring form is exceptional (36 runs in 5 matches = 7.2 per game), and even Houston's modest output (31/5 = 6.2 per game) yields...
Spread
?
Spread
Point spread. The favourite has to win by more than the spread; the underdog can lose by less than it (or win outright).
56%
Miami Marlins +1.5 Miami's superior recent form (5-0 vs 3-2) and +16 run differential advantage support taking the away team plus runs. The +1.5 spread is a mo...
First 5 innings
?
First 5 innings
First five innings result. Standings after five innings, regardless of late drama.
54%
Over 4.5 Early-inning scoring typically reflects lineup strength and starter command. Miami's hot form and +16 run differential suggest they are gene... |
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GPT-5 FlagshipOpenai |
Flagship picks across 4 markets — unlock with Pro
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GPT-5 Mini Openai |
57%
Miami Marlins |
56%
over |
62%
Miami Marlins +1.5 |
50%
Miami Marlins |
|
|
Match winner
?
Match winner
Match winner. Pick the team that wins in regular time (or who advances in cup formats).
57%
Miami Marlins The Marlins arrive in good form (several strong recent starts from Max Meyer and top-end rotation pieces) while the Astros' best starter (Ar...
🔍 researched
7 sources cited
Over / Under
?
Over / Under
Over / Under total points. Will the combined score be above or below the line.
56%
over Daikin Park (retractable roof, hitter-friendly dimensions) and Houston's tendency toward home runs increase total scoring risk, and both Mey...
🔍 researched
7 sources cited
Spread
?
Spread
Point spread. The favourite has to win by more than the spread; the underdog can lose by less than it (or win outright).
62%
Miami Marlins +1.5 Given my h2h lean toward the Marlins and the margin sensitivity of a 1.5-run spread, the safer expected-value play is taking Miami +1.5 (the...
🔍 researched
7 sources cited
First 5 innings
?
First 5 innings
First five innings result. Standings after five innings, regardless of late drama.
50%
Miami Marlins First-five innings favor the team with the better starter and early offense; Max Meyer (or the Marlins' projected starter) has produced stro...
🔍 researched
7 sources cited
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GPT-4o Mini Openai |
60%
Miami Marlins |
55%
over |
55%
Miami Marlins |
60%
Miami Marlins |
|
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Match winner
?
Match winner
Match winner. Pick the team that wins in regular time (or who advances in cup formats).
60%
Miami Marlins The Miami Marlins have demonstrated strong recent form, winning their last five matches with a total of 36 runs scored and 20 conceded. In c...
🔍 researched
3 sources cited
Over / Under
?
Over / Under
Over / Under total points. Will the combined score be above or below the line.
55%
over Both teams have shown a tendency to score and concede a significant number of runs in recent games. The Marlins scored 36 runs and conceded...
🔍 researched
3 sources cited
Spread
?
Spread
Point spread. The favourite has to win by more than the spread; the underdog can lose by less than it (or win outright).
55%
Miami Marlins Given the Marlins' superior recent form and the Astros' mixed performance, the Marlins are likely to cover the -1.5 spread, indicating a win...
🔍 researched
3 sources cited
First 5 innings
?
First 5 innings
First five innings result. Standings after five innings, regardless of late drama.
60%
Miami Marlins The Marlins' strong recent form suggests they are likely to take an early lead in the first five innings. Their consistent scoring in recent...
🔍 researched
3 sources cited
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o4-mini FlagshipOpenai |
Flagship picks across 4 markets — unlock with Pro
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Grok 4.3 FlagshipXai |
Flagship picks across 4 markets — unlock with Pro
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Grok 4 Fast Xai |
62%
Houston Astros |
55%
over |
58%
home_ -1.5 |
60%
Houston Astros |
|
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Match winner
?
Match winner
Match winner. Pick the team that wins in regular time (or who advances in cup formats).
62%
Houston Astros Astros have stronger overall roster and home advantage at Daikin Park against a weaker Marlins club. Training data through 2025-09 shows Hou...
Over / Under
?
Over / Under
Over / Under total points. Will the combined score be above or below the line.
55%
over Ballpark and summer conditions at Daikin Park typically boost run scoring. Both teams show elevated offensive output in recent matches per t...
Spread
?
Spread
Point spread. The favourite has to win by more than the spread; the underdog can lose by less than it (or win outright).
58%
home_ -1.5 Houston's superior depth gives them a solid edge to win by multiple runs at home. Marlins struggle on the road against quality pitching staf...
First 5 innings
?
First 5 innings
First five innings result. Standings after five innings, regardless of late drama.
60%
Houston Astros Astros typically jump on early leads at home with strong top-of-order production. Marlins bullpen and starters have shown vulnerability in f... |
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Gemini 3.1 Pro Flagship |
Flagship picks across 4 markets — unlock with Pro
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Gemini 2.5 Pro Flagship |
Flagship picks across 4 markets — unlock with Pro
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Gemini 2.5 Flash |
55%
Houston Astros |
58%
Over 9.5 |
52%
Houston Astros -1.5 |
54%
Houston Astros |
|
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Match winner
?
Match winner
Match winner. Pick the team that wins in regular time (or who advances in cup formats).
55%
Houston Astros The Houston Astros typically leverage their home-field advantage and have a historically strong roster. While the Miami Marlins are on an im...
Over / Under
?
Over / Under
Over / Under total points. Will the combined score be above or below the line.
58%
Over 9.5 Both teams have demonstrated recent offensive capability and been involved in high-scoring contests, with the Marlins scoring 36 runs in the...
Spread
?
Spread
Point spread. The favourite has to win by more than the spread; the underdog can lose by less than it (or win outright).
52%
Houston Astros -1.5 Picking the Houston Astros to cover the -1.5 spread aligns with their projected win at home. Strong home teams, particularly those with a re...
First 5 innings
?
First 5 innings
First five innings result. Standings after five innings, regardless of late drama.
54%
Houston Astros The outcome of the first five innings is heavily influenced by the starting pitching matchup and early lineup performance. Without specific... |
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Gemini 2.5 Flash-Lite |
65%
Houston Astros |
55%
over |
52%
Miami Marlins |
62%
Houston Astros |
|
|
Match winner
?
Match winner
Match winner. Pick the team that wins in regular time (or who advances in cup formats).
65%
Houston Astros The Houston Astros are projected to have a stronger season than the Miami Marlins, who are expected to finish below .500. While starting pit...
3 sources cited
Over / Under
?
Over / Under
Over / Under total points. Will the combined score be above or below the line.
55%
over With both starting pitchers unannounced, and given the projected competitive nature of the Astros and the potential for the Marlins to strug...
3 sources cited
Spread
?
Spread
Point spread. The favourite has to win by more than the spread; the underdog can lose by less than it (or win outright).
52%
Miami Marlins While the Astros are favored, the Marlins' recent form, although against weaker competition, shows they can score runs. Given the uncertaint...
3 sources cited
First 5 innings
?
First 5 innings
First five innings result. Standings after five innings, regardless of late drama.
62%
Houston Astros The Houston Astros are generally a stronger team and are playing at home. In the first five innings, they are more likely to establish an ea...
3 sources cited
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DeepSeek V3 Deepseek |
58%
Houston Astros |
55%
over |
52%
Miami Marlins |
55%
Houston Astros |
|
|
Match winner
?
Match winner
Match winner. Pick the team that wins in regular time (or who advances in cup formats).
58%
Houston Astros The Astros have a stronger overall roster and home-field advantage at Daikin Park. The Marlins have been hot recently but face a tougher opp...
Over / Under
?
Over / Under
Over / Under total points. Will the combined score be above or below the line.
55%
over Both teams have been scoring well recently, averaging over 6 runs per game. Daikin Park is a hitter-friendly park, and no dominant starting...
Spread
?
Spread
Point spread. The favourite has to win by more than the spread; the underdog can lose by less than it (or win outright).
52%
Miami Marlins The Marlins have been in excellent form, winning their last five games. Even though the Astros are at home, a one-run spread gives the under...
First 5 innings
?
First 5 innings
First five innings result. Standings after five innings, regardless of late drama.
55%
Houston Astros The Astros have a strong bullpen and typically start well at home. The Marlins' recent run may not translate early against a solid Astros li... |
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Match winner
ConsensusHouston Astros 4/7
Miami arrives in outstanding form (5-0 last 5 matches, +16 run differential) while Houston has stumbled (3-2 last 5 with neutral run differe...
The Marlins arrive in good form (several strong recent starts from Max Meyer and top-end rotation pieces) while the Astros' best starter (Ar...
The Miami Marlins have demonstrated strong recent form, winning their last five matches with a total of 36 runs scored and 20 conceded. In c...
Astros have stronger overall roster and home advantage at Daikin Park against a weaker Marlins club. Training data through 2025-09 shows Hou...
The Houston Astros typically leverage their home-field advantage and have a historically strong roster. While the Miami Marlins are on an im...
The Houston Astros are projected to have a stronger season than the Miami Marlins, who are expected to finish below .500. While starting pit...
The Astros have a stronger overall roster and home-field advantage at Daikin Park. The Marlins have been hot recently but face a tougher opp...
Over / Under
Consensusover 5/7
Miami's run-scoring form is exceptional (36 runs in 5 matches = 7.2 per game), and even Houston's modest output (31/5 = 6.2 per game) yields...
Daikin Park (retractable roof, hitter-friendly dimensions) and Houston's tendency toward home runs increase total scoring risk, and both Mey...
Both teams have shown a tendency to score and concede a significant number of runs in recent games. The Marlins scored 36 runs and conceded...
Ballpark and summer conditions at Daikin Park typically boost run scoring. Both teams show elevated offensive output in recent matches per t...
Both teams have demonstrated recent offensive capability and been involved in high-scoring contests, with the Marlins scoring 36 runs in the...
With both starting pitchers unannounced, and given the projected competitive nature of the Astros and the potential for the Marlins to strug...
Both teams have been scoring well recently, averaging over 6 runs per game. Daikin Park is a hitter-friendly park, and no dominant starting...
Spread
ConsensusMiami Marlins 3/7
Miami's superior recent form (5-0 vs 3-2) and +16 run differential advantage support taking the away team plus runs. The +1.5 spread is a mo...
Given my h2h lean toward the Marlins and the margin sensitivity of a 1.5-run spread, the safer expected-value play is taking Miami +1.5 (the...
Given the Marlins' superior recent form and the Astros' mixed performance, the Marlins are likely to cover the -1.5 spread, indicating a win...
Houston's superior depth gives them a solid edge to win by multiple runs at home. Marlins struggle on the road against quality pitching staf...
Picking the Houston Astros to cover the -1.5 spread aligns with their projected win at home. Strong home teams, particularly those with a re...
While the Astros are favored, the Marlins' recent form, although against weaker competition, shows they can score runs. Given the uncertaint...
The Marlins have been in excellent form, winning their last five games. Even though the Astros are at home, a one-run spread gives the under...
First 5 innings
ConsensusHouston Astros 4/7
Early-inning scoring typically reflects lineup strength and starter command. Miami's hot form and +16 run differential suggest they are gene...
First-five innings favor the team with the better starter and early offense; Max Meyer (or the Marlins' projected starter) has produced stro...
The Marlins' strong recent form suggests they are likely to take an early lead in the first five innings. Their consistent scoring in recent...
Astros typically jump on early leads at home with strong top-of-order production. Marlins bullpen and starters have shown vulnerability in f...
The outcome of the first five innings is heavily influenced by the starting pitching matchup and early lineup performance. Without specific...
The Houston Astros are generally a stronger team and are playing at home. In the first five innings, they are more likely to establish an ea...
The Astros have a strong bullpen and typically start well at home. The Marlins' recent run may not translate early against a solid Astros li...
Model confidence
Conviction in pick · Match winnerGemini 2.5 Flash-Lite
Houston Astros
Grok 4 Fast
Houston Astros
GPT-4o Mini
Miami Marlins
Claude Haiku 4.5
Miami Marlins
DeepSeek V3
Houston Astros
GPT-5 Mini
Miami Marlins
Gemini 2.5 Flash
Houston Astros
Model track records
LifetimeEvery graded pick across all sports — auto-settled the moment results land, wins and losses both counted. Ranked by win rate.
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Verifiable brief
Identical prompt sent to every AI · SHA-256 verified
hash:
85f309b7308b4751…
- Kickoff
- Tue, Jul 21 · 00:10 GMT+0000
- Markets
- Match winner · Over / Under · Spread · First 5 innings
- 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 4. 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 4, in this order): h2h | totals | spreads | first_five_innings
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": 13751,
"sport": "baseball",
"venue": "Daikin Park",
"league": "Major League Baseball",
"starts_at": "2026-07-21T00:10:00+00:00",
"starts_at_human": "Tue, 21 Jul 2026 00:10:00 GMT"
},
"teams": {
"away": "Miami Marlins",
"home": "Houston Astros"
},
"version": "v2",
"sport_focus": [
"The starting-pitcher matchup is the single biggest factor — compare each starter's recent form, not just season ERA.",
"Bullpen rest and usage over the last few days drives late-game and total outcomes.",
"Ballpark factors matter: dimensions, altitude (e.g. Coors), and especially wind direction (out = more runs, in = fewer).",
"Lineup handedness vs the opposing starter (L/R platoon splits) shifts the run expectation.",
"Weather (wind, temperature, humidity) measurably affects carry and totals."
],
"team_context": {
"note": "Reference data from our settled-results database. Verify + extend it with your own research; it is not a substitute for current team news.",
"away_form": {
"last": "WWWWW",
"record": "5W-0D-0L",
"scored": 36,
"matches": 5,
"conceded": 20
},
"home_form": {
"last": "LWLWW",
"record": "3W-0D-2L",
"scored": 31,
"matches": 5,
"conceded": 31
},
"rest_days": {
"away": 12,
"home": 12
}
},
"market_consensus": {
"h2h": [],
"note": "No bookmaker consensus available at build time — predict from public knowledge.",
"extra_markets": []
},
"markets_requested": [
"h2h",
"totals",
"spreads",
"first_five_innings"
],
"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
-
52 tool calls · 7 sources
7 citations captured — unlock with Pro
-
0 tool calls · 3 sources
3 citations captured — unlock with Pro
-
0 tool calls · 0 sources
No live web access — picked from training-data knowledge.
-
0 tool calls · 0 sources
No live web access — picked from training-data knowledge.
-
4 tool calls · 3 sources
3 citations captured — unlock with Pro
-
0 tool calls · 0 sources
No live web access — picked from training-data knowledge.
-
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.
Recent recaps
How the AI lineup did on other recent matches.
Get the AI consensus before kickoff
Free. Pre-match alert per AI + see your picks graded as results land.