LillevsReal Betis
Lille 2–3 Real Betis
3 of 4 AIs leaned Lille — reality had other ideas.
- AI lean
- Lille 3/4
- Correct calls
- 0/4
- Final
- 2–3
Every pick below was locked before the match and graded automatically against the final score — no hindsight edits.
AI predictions
8 markets · 4 models
Ask the AIsWho picked what
16 models × 8 markets · click a row to see reasoning
| Model |
Both teams to score
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Both teams to score
Both Teams To Score. Yes = both teams score at least once. No = at least one team is shut out.
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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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Match winner
?
Match winner
Match winner. Pick the team that wins in regular time (or who advances in cup formats).
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Draw no bet
?
Draw no bet
Market explanation coming soon.
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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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Correct score
?
Correct score
Correct score. The exact final score (e.g. 2-1). Highest-variance market — most picks lose, but the payouts are big when they hit.
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Half-time / Full-time
?
Half-time / Full-time
Half-time / Full-time. Outcome at the break AND at the final whistle — both have to match for the pick to land.
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Asian handicap
?
Asian handicap
Asian Handicap. Like a spread, but quarter-lines split the stake — you can half-win or half-push.
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|---|---|---|---|---|---|---|---|---|---|
| Consensus |
no 3/4 models |
Lille 2/4 models |
Lille 3/4 models |
Lille 3/4 models |
under 3/4 models |
1-0 2/4 models |
Draw / Draw 2/4 models |
Lille -0.5 1/4 models |
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Claude Opus 4.7 FlagshipAnthropic |
Flagship picks across 8 markets — unlock with Pro
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Claude Opus 4.6 FlagshipAnthropic |
Flagship picks across 8 markets — unlock with Pro
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Claude Opus 4.8 FlagshipAnthropic |
Flagship picks across 8 markets — unlock with Pro
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Claude Sonnet 4.6 FlagshipAnthropic |
Flagship picks across 8 markets — unlock with Pro
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Claude Haiku 4.5 Anthropic |
— | — | — | — | — | — | — | — | |
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Both teams to score
?
Both teams to score
Both Teams To Score. Yes = both teams score at least once. No = at least one team is shut out.
No pick on this market.
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).
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.
Draw no bet
?
Draw no bet
Market explanation coming soon.
No pick on this market.
Over / Under
?
Over / Under
Over / Under total points. Will the combined score be above or below the line.
No pick on this market.
Correct score
?
Correct score
Correct score. The exact final score (e.g. 2-1). Highest-variance market — most picks lose, but the payouts are big when they hit.
No pick on this market.
Half-time / Full-time
?
Half-time / Full-time
Half-time / Full-time. Outcome at the break AND at the final whistle — both have to match for the pick to land.
No pick on this market.
Asian handicap
?
Asian handicap
Asian Handicap. Like a spread, but quarter-lines split the stake — you can half-win or half-push.
No pick on this market. |
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GPT-5 FlagshipOpenai |
Flagship picks across 8 markets — unlock with Pro
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GPT-5 Mini Openai |
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Both teams to score
?
Both teams to score
Both Teams To Score. Yes = both teams score at least once. No = at least one team is shut out.
No pick on this market.
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).
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.
Draw no bet
?
Draw no bet
Market explanation coming soon.
No pick on this market.
Over / Under
?
Over / Under
Over / Under total points. Will the combined score be above or below the line.
No pick on this market.
Correct score
?
Correct score
Correct score. The exact final score (e.g. 2-1). Highest-variance market — most picks lose, but the payouts are big when they hit.
No pick on this market.
Half-time / Full-time
?
Half-time / Full-time
Half-time / Full-time. Outcome at the break AND at the final whistle — both have to match for the pick to land.
No pick on this market.
Asian handicap
?
Asian handicap
Asian Handicap. Like a spread, but quarter-lines split the stake — you can half-win or half-push.
No pick on this market. |
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GPT-4o Mini Openai |
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Both teams to score
?
Both teams to score
Both Teams To Score. Yes = both teams score at least once. No = at least one team is shut out.
No pick on this market.
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).
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.
Draw no bet
?
Draw no bet
Market explanation coming soon.
No pick on this market.
Over / Under
?
Over / Under
Over / Under total points. Will the combined score be above or below the line.
No pick on this market.
Correct score
?
Correct score
Correct score. The exact final score (e.g. 2-1). Highest-variance market — most picks lose, but the payouts are big when they hit.
No pick on this market.
Half-time / Full-time
?
Half-time / Full-time
Half-time / Full-time. Outcome at the break AND at the final whistle — both have to match for the pick to land.
No pick on this market.
Asian handicap
?
Asian handicap
Asian Handicap. Like a spread, but quarter-lines split the stake — you can half-win or half-push.
No pick on this market. |
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o4-mini FlagshipOpenai |
Flagship picks across 8 markets — unlock with Pro
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Grok 4.3 FlagshipXai |
Flagship picks across 8 markets — unlock with Pro
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Grok 4 Fast Xai |
52%
no
L
|
51%
Lille
L
|
48%
Lille
L
|
55%
Lille
L
|
53%
under
L
|
18%
1-0
L
|
32%
Draw / Lille
L
|
50%
Lille |
|
|
Both teams to score
?
Both teams to score
Both Teams To Score. Yes = both teams score at least once. No = at least one team is shut out.
52%
no Lille concedes sparingly at home while Betis struggles to score away consistently. Clean sheet potential higher for the hosts. Form data poi...
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).
51%
Lille Lille's home results suggest they can win by one goal margin. Betis away record allows narrow defeats. Venue edge supports home spread. Pred...
Match winner
?
Match winner
Match winner. Pick the team that wins in regular time (or who advances in cup formats).
48%
Lille Lille's home form shows no losses in five matches with solid scoring. Betis away form is mixed with more goals conceded. Home advantage at S...
Draw no bet
?
Draw no bet
Market explanation coming soon.
55%
Lille Lille's defensive record at home limits Betis chances. Betis has shown inconsistency on the road. Home side has slight edge in rest and venu...
Over / Under
?
Over / Under
Over / Under total points. Will the combined score be above or below the line.
53%
under Both sides average under 3 goals per game recently. Lille home games trend low scoring. UCL early stages often cautious affairs. Prediction...
Correct score
?
Correct score
Correct score. The exact final score (e.g. 2-1). Highest-variance market — most picks lose, but the payouts are big when they hit.
18%
1-0 Low scoring profile and home defensive strength point to 1-0 or 1-1. Betis away scoring limited. UCL style favors narrow results. Prediction...
Half-time / Full-time
?
Half-time / Full-time
Half-time / Full-time. Outcome at the break AND at the final whistle — both have to match for the pick to land.
32%
Draw / Lille Lille likely starts cautiously at home leading to half time draw. Second half home quality expected to prevail. Form suggests controlled fir...
Asian handicap
?
Asian handicap
Asian Handicap. Like a spread, but quarter-lines split the stake — you can half-win or half-push.
50%
Lille Evenly matched on paper with Lille holding home advantage. Betis capable of covering but Lille's consistency edges it. Rest days similar for... |
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Gemini 3.1 Pro Flagship |
Flagship picks across 8 markets — unlock with Pro
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Gemini 2.5 Pro Flagship |
Flagship picks across 8 markets — unlock with Pro
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Gemini 2.5 Flash |
55%
No
L
|
60%
Real Betis +1
W
|
44%
Lille
L
|
65%
Lille
L
|
55%
Under 2.5
L
|
20%
1-1
L
|
30%
Draw / Draw
L
|
56%
Real Betis +0.5
W
|
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Both teams to score
?
Both teams to score
Both Teams To Score. Yes = both teams score at least once. No = at least one team is shut out.
55%
No Lille's defensive record of 1.0 goals conceded per game, combined with Real Betis's slightly lower scoring rate of 1.0 goals per game, sugge...
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).
60%
Real Betis +1 While Lille is a slight favorite at home, a comfortable win by two or more goals (Lille -1) is less likely given the expected tight nature o...
Match winner
?
Match winner
Match winner. Pick the team that wins in regular time (or who advances in cup formats).
44%
Lille Based on my training data up to my last update, Lille, as the home team, shows slightly better recent form, being undefeated in their last f...
Draw no bet
?
Draw no bet
Market explanation coming soon.
65%
Lille Given Lille's slight favoritism due to home advantage and better recent form, picking them in the Draw No Bet market reduces risk by voiding...
Over / Under
?
Over / Under
Over / Under total points. Will the combined score be above or below the line.
55%
Under 2.5 Lille's recent matches average 2.6 goals per game, while Real Betis's average 2.2 goals. Champions League group stage openers can often be c...
Correct score
?
Correct score
Correct score. The exact final score (e.g. 2-1). Highest-variance market — most picks lose, but the payouts are big when they hit.
20%
1-1 A 1-1 draw is a highly plausible outcome, reflecting both teams' ability to score while acknowledging their generally solid defenses and the...
Half-time / Full-time
?
Half-time / Full-time
Half-time / Full-time. Outcome at the break AND at the final whistle — both have to match for the pick to land.
30%
Draw / Draw Considering both teams' form and the nature of a Champions League group match, a cautious start is expected, leading to a half-time draw. Gi...
Asian handicap
?
Asian handicap
Asian Handicap. Like a spread, but quarter-lines split the stake — you can half-win or half-push.
56%
Real Betis +0.5 Real Betis +0.5 means the pick wins if Betis draws or wins the match outright. Given the projected tight game and the significant probabilit... |
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Gemini 2.5 Flash-Lite |
55%
no
L
|
52%
Real Betis |
42%
Draw
L
|
45%
Draw
L
|
55%
under
L
|
25%
1-1
L
|
38%
Draw / Draw
L
|
53%
Real Betis |
|
|
Both teams to score
?
Both teams to score
Both Teams To Score. Yes = both teams score at least once. No = at least one team is shut out.
55%
no Lille has kept clean sheets in some of their recent home games (implied by 5 conceded in 5 matches), and Real Betis' away scoring record is...
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%
Real Betis This market requires Lille to win by at least 2 goals. Given their tendency to draw at home and Betis' solid if not spectacular away form, i...
Match winner
?
Match winner
Match winner. Pick the team that wins in regular time (or who advances in cup formats).
42%
Draw Lille's home form (WDWDD) shows a tendency to draw, while Real Betis' away form (WLWWL) is mixed. Given the limited information and the venu...
Draw no bet
?
Draw no bet
Market explanation coming soon.
45%
Draw Similar to the H2H market, Lille's propensity for draws at home makes 'draw' the most probable outcome even with the draw no bet insurance....
Over / Under
?
Over / Under
Over / Under total points. Will the combined score be above or below the line.
55%
under Lille's home games have seen 8 goals scored and 5 conceded in 5 matches (average 2.6 goals/game), while Betis' away games have seen 5 scored...
Correct score
?
Correct score
Correct score. The exact final score (e.g. 2-1). Highest-variance market — most picks lose, but the payouts are big when they hit.
25%
1-1 Given the analysis for the totals and BTTS markets, a low-scoring draw like 1-1 seems most plausible. Lille averages 1.6 goals at home and B...
Half-time / Full-time
?
Half-time / Full-time
Half-time / Full-time. Outcome at the break AND at the final whistle — both have to match for the pick to land.
38%
Draw / Draw Considering Lille's tendency to draw at home and both teams' relatively balanced scoring and conceding records, a draw at halftime followed...
Asian handicap
?
Asian handicap
Asian Handicap. Like a spread, but quarter-lines split the stake — you can half-win or half-push.
53%
Real Betis This market implies a slight advantage for Lille (e.g., -0.25 or -0.5). Given Lille's home draws and Betis' decent away form, Real Betis is... |
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DeepSeek V3 Deepseek |
53%
no
L
|
30%
Lille
L
|
50%
Lille
L
|
55%
Lille
L
|
52%
under
L
|
15%
1-0
L
|
20%
draw_home |
50%
Lille -0.5
L
|
|
|
Both teams to score
?
Both teams to score
Both Teams To Score. Yes = both teams score at least once. No = at least one team is shut out.
53%
no Betis have not been consistent scorers on the road, and Lille have kept a couple of clean sheets recently. Expect one side to dominate defen...
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).
30%
Lille Lille are favorites but not by a wide margin; Betis could sneak a draw or narrow loss. Covering a -1 spread for the home team is risky given...
Match winner
?
Match winner
Match winner. Pick the team that wins in regular time (or who advances in cup formats).
50%
Lille Lille have been solid at home and are unbeaten in their last five, while Betis have alternated results and lack consistency. Based on traini...
Draw no bet
?
Draw no bet
Market explanation coming soon.
55%
Lille Lille's unbeaten run and home strength make them the safer pick when the draw is removed. Betis may struggle away from home in a European ni...
Over / Under
?
Over / Under
Over / Under total points. Will the combined score be above or below the line.
52%
under Lille's recent matches have been low-scoring with draws, and Betis have not been prolific away. The under has value as both teams may be cau...
Correct score
?
Correct score
Correct score. The exact final score (e.g. 2-1). Highest-variance market — most picks lose, but the payouts are big when they hit.
15%
1-0 Lille are likely to edge a tight match, with 1-0 being the most probable scoreline based on their defensive solidity and Betis' limited away...
Half-time / Full-time
?
Half-time / Full-time
Half-time / Full-time. Outcome at the break AND at the final whistle — both have to match for the pick to land.
20%
draw_home Lille may start cautiously in a European match, leading to a tight first half. They could then push for a winner in the second half, making...
Asian handicap
?
Asian handicap
Asian Handicap. Like a spread, but quarter-lines split the stake — you can half-win or half-push.
50%
Lille -0.5 Lille's home advantage and unbeaten streak make a narrow win likely. The half-goal handicap hedges against a draw, but the outcome is not ce... |
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Both teams to score
Consensusno 3/4
Lille concedes sparingly at home while Betis struggles to score away consistently. Clean sheet potential higher for the hosts. Form data poi...
Lille's defensive record of 1.0 goals conceded per game, combined with Real Betis's slightly lower scoring rate of 1.0 goals per game, sugge...
Lille has kept clean sheets in some of their recent home games (implied by 5 conceded in 5 matches), and Real Betis' away scoring record is...
Betis have not been consistent scorers on the road, and Lille have kept a couple of clean sheets recently. Expect one side to dominate defen...
Spread
ConsensusLille 2/4
Lille's home results suggest they can win by one goal margin. Betis away record allows narrow defeats. Venue edge supports home spread. Pred...
While Lille is a slight favorite at home, a comfortable win by two or more goals (Lille -1) is less likely given the expected tight nature o...
This market requires Lille to win by at least 2 goals. Given their tendency to draw at home and Betis' solid if not spectacular away form, i...
Lille are favorites but not by a wide margin; Betis could sneak a draw or narrow loss. Covering a -1 spread for the home team is risky given...
Match winner
ConsensusLille 3/4
Lille's home form shows no losses in five matches with solid scoring. Betis away form is mixed with more goals conceded. Home advantage at S...
Based on my training data up to my last update, Lille, as the home team, shows slightly better recent form, being undefeated in their last f...
Lille's home form (WDWDD) shows a tendency to draw, while Real Betis' away form (WLWWL) is mixed. Given the limited information and the venu...
Lille have been solid at home and are unbeaten in their last five, while Betis have alternated results and lack consistency. Based on traini...
Draw no bet
ConsensusLille 3/4
Lille's defensive record at home limits Betis chances. Betis has shown inconsistency on the road. Home side has slight edge in rest and venu...
Given Lille's slight favoritism due to home advantage and better recent form, picking them in the Draw No Bet market reduces risk by voiding...
Similar to the H2H market, Lille's propensity for draws at home makes 'draw' the most probable outcome even with the draw no bet insurance....
Lille's unbeaten run and home strength make them the safer pick when the draw is removed. Betis may struggle away from home in a European ni...
Over / Under
Consensusunder 3/4
Both sides average under 3 goals per game recently. Lille home games trend low scoring. UCL early stages often cautious affairs. Prediction...
Lille's recent matches average 2.6 goals per game, while Real Betis's average 2.2 goals. Champions League group stage openers can often be c...
Lille's home games have seen 8 goals scored and 5 conceded in 5 matches (average 2.6 goals/game), while Betis' away games have seen 5 scored...
Lille's recent matches have been low-scoring with draws, and Betis have not been prolific away. The under has value as both teams may be cau...
Correct score
Consensus1-0 2/4
Low scoring profile and home defensive strength point to 1-0 or 1-1. Betis away scoring limited. UCL style favors narrow results. Prediction...
A 1-1 draw is a highly plausible outcome, reflecting both teams' ability to score while acknowledging their generally solid defenses and the...
Given the analysis for the totals and BTTS markets, a low-scoring draw like 1-1 seems most plausible. Lille averages 1.6 goals at home and B...
Lille are likely to edge a tight match, with 1-0 being the most probable scoreline based on their defensive solidity and Betis' limited away...
Half-time / Full-time
ConsensusDraw / Draw 2/4
Lille likely starts cautiously at home leading to half time draw. Second half home quality expected to prevail. Form suggests controlled fir...
Considering both teams' form and the nature of a Champions League group match, a cautious start is expected, leading to a half-time draw. Gi...
Considering Lille's tendency to draw at home and both teams' relatively balanced scoring and conceding records, a draw at halftime followed...
Lille may start cautiously in a European match, leading to a tight first half. They could then push for a winner in the second half, making...
Asian handicap
ConsensusLille -0.5 1/4
Evenly matched on paper with Lille holding home advantage. Betis capable of covering but Lille's consistency edges it. Rest days similar for...
Real Betis +0.5 means the pick wins if Betis draws or wins the match outright. Given the projected tight game and the significant probabilit...
This market implies a slight advantage for Lille (e.g., -0.25 or -0.5). Given Lille's home draws and Betis' decent away form, Real Betis is...
Lille's home advantage and unbeaten streak make a narrow win likely. The half-goal handicap hedges against a draw, but the outcome is not ce...
Model confidence
Conviction in pick · Match winnerDeepSeek V3
Lille
Grok 4 Fast
Lille
Gemini 2.5 Flash
Lille
Gemini 2.5 Flash-Lite
Draw
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.
Beat the AIs · Predict the score
Picks closed
Match has already kicked off. Picks are permanent — no late entries.
Team news
ProInjuries and confirmed lineups — the same team news the AIs factored into their reads.
Team news is a Pro feature
see exactly who's out and the XIs the AIs reasoned on, before kickoff.
Verifiable brief
Identical prompt sent to every AI · SHA-256 verified
hash:
76dbf7c88ad33b10…
- Kickoff
- Tue, Sep 8 · 19:00 GMT+0000
- Markets
- Match winner · Draw no bet · Over / Under 2.5 · Both teams to score · Spread -1 · Asian handicap · Half-time / Full-time · Correct score
- 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 8. 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 8, in this order): h2h | draw_no_bet | totals_2.5 | btts | spreads_-1 | asian_handicap | ht_ft | correct_score
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": 39418,
"sport": "football",
"venue": "Stade Pierre-Mauroy",
"league": "UEFA Champions League",
"starts_at": "2026-09-08T19:00:00+00:00",
"starts_at_human": "Tue, 08 Sep 2026 19:00:00 GMT"
},
"teams": {
"away": "Real Betis",
"home": "Lille"
},
"version": "v2",
"sport_focus": [
"Weight CONFIRMED team news heavily: a missing first-choice striker, creator, or centre-back swings a match more than season-long form.",
"Compare attacking vs defensive quality directly — clean-sheet rate and goals-conceded trend often predict unders/BTTS better than the win line.",
"Set pieces decide tight games: note corner/free-kick threat and aerial mismatches.",
"Account for fixture congestion + likely rotation (midweek European or cup games before this one) and the home/away form split.",
"For outdoor venues, factor heavy rain or strong wind — both suppress goals and favour the under.",
"Tactical style matters: a high-press side vs a possession side, or two defensive setups, shapes the goals expectation."
],
"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": "WLWWL",
"record": "3W-0D-2L",
"scored": 5,
"matches": 5,
"conceded": 6
},
"home_form": {
"last": "WDWDD",
"record": "2W-3D-0L",
"scored": 8,
"matches": 5,
"conceded": 5
},
"rest_days": {
"away": 4,
"home": 5
}
},
"market_consensus": {
"h2h": [],
"note": "No bookmaker consensus available at build time — predict from public knowledge.",
"extra_markets": []
},
"markets_requested": [
"h2h",
"draw_no_bet",
"totals_2.5",
"btts",
"spreads_-1",
"asian_handicap",
"ht_ft",
"correct_score"
],
"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.
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