Back to the trend of the day: Atlético-Mineiro, on a seven-game unbeaten run, chase a top-six place (in Portuguese)
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chances de libertadores 2026

Atlético-MG’s 3–0 semifinal lead gives it a second route to the Libertadores that its league odds do not count.

  • No. 1: Atlético-MG chances de Libertadores 2026
  • 10 places

01Final list

The leading AIs each built their own list of ten independently. Here is one result that is easy to check: every place has a reason, a source, and the list of AIs that included it.

Order: from most to least AI agreement.

A bright badge means this AI put the entry on its list. A dim badge means it did not.

  1. 1

    Atlético-MG chances de Libertadores 2026

    7th on 47 points; league estimates range from 24.5% to 31.2%, while a 3–0 Sul-Americana semi lead opens another route.

    Included it: Claude, ChatGPT, Gemini, Grok, MiMo, Kimi, DeepSeek, Qwen.

    In their lists: Claude: 2 · ChatGPT: 1 · Gemini: 1 · Grok: 1 · MiMo: 1 · Kimi: 1 · DeepSeek: 1 · Qwen: 2

    What each AI noted 8
    • Claudeplace 2

      7th with 47 points and 31.2% in both UFMG and Valor Final, yet neither model prices a 3-0 Sul-Americana lead and a Copa do Brasil semi-final.

      Source ↗
    • ChatGPTplace 1

      7th with 47 points, but UFMG gives it 27.5% for the league route while ValorFinal projects 6th and 31.6% Top 5; a 3–0 cup semifinal lead adds a second path.

      Source ↗
    • Geminiplace 1

      A 17.3 percentage-point chasm between models, widened by an unmodelled 3-0 Copa Sul-Americana semifinal lead offering a parallel golden ticket to the Libertadores.

      Source ↗
    • Grokplace 1

      31% UFMG Libertadores chance vs 15% CupChances, plus 3-0 Sul-Americana semi lead and Copa do Brasil semi as second path.

      Source ↗
    • MiMoplace 1

      Both models put his league route at 28-31% — and neither one knows he is already 3-0 up in a Sul-Americana semifinal with a Copa do Brasil semi to spare.

      Source ↗
    • Kimiplace 1

      UFMG gives the Galo 24.5% — and neither model prices the 3-0 Sul-Americana semifinal lead or the Copa do Brasil semifinal, the two routes most likely to take them to the Libertadores.

      Source ↗
    • DeepSeekplace 1

      Both models pin Galo at exactly 31.2% — the same number — while a 3-0 Sul-Americana semi lead and a Copa do Brasil semi add two routes neither model prices.

      Source ↗
    • Qwenplace 2

      Models split on their league run-in (42.2% vs 27.5%), but neither accounts for the massive safety net of a 3-0 Sul-Americana semi-final lead.

      Source ↗
    8 AIs put it here
    Source ↗
  2. 2

    Cruzeiro chances de Libertadores 2026

    6th on 48 points; UFMG’s 67.7% and Valor Final’s 44.9% differ by 22.8 percentage points, though the models may count different qualification zones.

    Included it: Claude, ChatGPT, Grok, MiMo, Kimi, DeepSeek, Qwen. Did not include: Gemini.

    In their lists: Claude: 1 · ChatGPT: 2 · Grok: 2 · MiMo: 3 · Kimi: 6 · DeepSeek: 3 · Qwen: 1

    What each AI noted 7
    • Claudeplace 1

      UFMG gives Cruzeiro 67.7% and Valor Final 44.9%, a 22.8-point gap, the biggest between the two models for any club.

      Source ↗
    • ChatGPTplace 2

      The two models disagree by 3.4 points on a borderline place: UFMG 48.3%, ValorFinal 44.9%.

      Source ↗
    • Grokplace 2

      UFMG gives 68% Libertadores chance; CupChances only 25%, with Valor Final projecting ~60 pts and 6th.

      Source ↗
    • MiMoplace 3

      The same UFMG model said 69.1% one Monday and 48.3% the next — a 20.8-point swing caused by one 4-2 defeat.

      Source ↗
    • Kimiplace 6

      61.9% to 69.1% depending on which Monday you ask UFMG — and a Sunday trip to relegation-desperate Grêmio that the points model treats as just another away game.

      Source ↗
    • DeepSeekplace 3

      The widest top-six disagreement: UFMG 67.7%, Valor Final 44.9%, a 22.8-point swing on the same fixtures.

      Source ↗
    • Qwenplace 1

      A massive 25.4% gap between models: UFMG trusts their momentum (67.7%) while Valor Final sees a coin flip (42.3%).

    7 AIs put it here
    Source ↗
  3. 3

    Bahia chances de Libertadores 2026

    5th on 49 points; UFMG estimates range from 33.0% to 48.1%, while Valor Final reports 44.9–46.6% for its top-five measure.

    Included it: Claude, ChatGPT, Grok, MiMo, Kimi, DeepSeek, Qwen. Did not include: Gemini.

    In their lists: Claude: 3 · ChatGPT: 3 · Grok: 4 · MiMo: 4 · Kimi: 4 · DeepSeek: 6 · Qwen: 3

    What each AI noted 7
    • Claudeplace 3

      Futmétrica sees only 18.1% for G4 but 73.1% for G6, and UFMG (33.0%) and Valor Final (46.1%) differ by 13 points.

      Source ↗
    • ChatGPTplace 3

      49 points and 5th in the table still translate to roughly a coin toss in both models: 48.1% at UFMG and 46.6% at ValorFinal.

      Source ↗
    • Grokplace 4

      33% UFMG vs 27% CupChances; Valor Final projects 61 pts and around 6th.

      Source ↗
    • MiMoplace 4

      5th in the table and still only a coin flip in both models — yet one round of results moved his odds by 15.6 points.

      Source ↗
    • Kimiplace 4

      Fifth on the table but sixth in the model — UFMG rates 6th-placed Cruzeiro (61.9%) well ahead of Bahia (43.5%), and the run-in opens with leaders Flamengo on Sunday.

      Source ↗
    • DeepSeekplace 6

      Fifth on the table; UFMG 33.0% versus Valor Final 46.1%, with a trip to Flamengo next.

      Source ↗
    • Qwenplace 3

      A 10.1% spread as Valor Final (43.1%) is much more bullish on their top-5 push than UFMG (33.0%).

      Source ↗
    7 AIs put it here
    Source ↗
  4. 4

    Athletico-PR chances de Libertadores 2026

    3rd on 53 points; UFMG estimates 80.5–90.8%, against Valor Final’s 91.9–92.4%, with different dates or updates in the supplied answers.

    Included it: Claude, ChatGPT, Grok, MiMo, Kimi, DeepSeek, Qwen. Did not include: Gemini.

    In their lists: Claude: 5 · ChatGPT: 5 · Grok: 6 · MiMo: 9 · Kimi: 9 · DeepSeek: 5 · Qwen: 4

    What each AI noted 7
    • Claudeplace 5

      Fixed at 3rd with 53 points, but its chance is 80.5% in UFMG and 92.4% in Valor Final, and it hosts Palmeiras tonight.

      Source ↗
    • ChatGPTplace 5

      Third on 53 points, yet neither model calls qualification certain: UFMG 90.8%, ValorFinal 91.9%.

      Source ↗
    • Grokplace 6

      Stable high 80% UFMG / 78% CupChances; Valor Final projects 65 pts and 3rd.

      Source ↗
    • MiMoplace 9

      Promoted in November, third in October, and 90.8% vs 92.4% — the one club where the table and both models say exactly the same thing.

      Source ↗
    • Kimiplace 9

      88.9% and one of only five clubs the models take seriously — but as a promoted side with no cup to fall back on, every league point is the whole season.

      Source ↗
    • DeepSeekplace 5

      Third in the table, yet the models split 80.5% versus 92.4% — the biggest spread among clubs already in the top four.

      Source ↗
    • Qwenplace 4

      Overperforming in 3rd place, but models disagree on how safe they are (90.6% vs 80.5%).

      Source ↗
    7 AIs put it here
    Source ↗
  5. 5

    Fluminense chances de Libertadores 2026

    4th on 51 points; supplied league estimates cluster around 77.4–81.4%, but Fluminense also has a Libertadores semifinal route.

    Included it: Claude, ChatGPT, Grok, MiMo, Kimi, DeepSeek, Qwen. Did not include: Gemini.

    In their lists: Claude: 6 · ChatGPT: 4 · Grok: 3 · MiMo: 8 · Kimi: 7 · DeepSeek: 9 · Qwen: 5

    What each AI noted 7
    • Claudeplace 6

      The only contender where all three models agree: 81.4%, 80.9% and 74.4% for G4.

      Source ↗
    • ChatGPTplace 4

      UFMG’s 80.4% league chance is materially more cautious than ValorFinal’s 80.5% only by a tenth, but both still leave a live miss risk from 4th.

      Source ↗
    • Grokplace 3

      81% UFMG vs 53% CupChances for Libertadores; still alive in Libertadores semis.

      Source ↗
    • MiMoplace 8

      Two models land 0.5 points apart on a club that is simultaneously playing a Libertadores semifinal — the load nobody discounts.

      Source ↗
    • Kimiplace 7

      77.4% in the league simulation, but the Tricolor also hold a Libertadores semifinal against Palmeiras — meaning the true chance is higher than any published number.

      Source ↗
    • DeepSeekplace 9

      Fourth on 51 points and about 81% in both models, yet still alive in the Libertadores itself — a second route that barely moves the league number.

      Source ↗
    • Qwenplace 5

      The rare model agreement (78.1% vs 81.4%) masks a brutal final fixture list that could easily swing their top-4 fate.

      Source ↗
    7 AIs put it here
    Source ↗
  6. 6

    Vasco chances de Libertadores 2026

    Around 14th–15th with 35 points and near-zero league odds in supplied answers; the Copa do Brasil semifinal offers a separate route.

    Included it: Claude, ChatGPT, Grok, MiMo, DeepSeek, Qwen. Did not include: Gemini, Kimi.

    In their lists: Claude: 4 · ChatGPT: 10 · Grok: 10 · MiMo: 5 · DeepSeek: 2 · Qwen: 9

    What each AI noted 6
    • Claudeplace 4

      The models give Vasco about 0.1%, but Vasco are in both the Copa do Brasil and Sul-Americana semi-finals, each a route to the Libertadores.

    • ChatGPTplace 10

      The 14th-place club has a tiny but nonzero UFMG route (0.068%); ValorFinal’s published Top 5 probability is 0.1%.

      Source ↗
    • Grokplace 10

      Under 0.1% in models for league path; still alive in Sul-Americana and Copa do Brasil semis.

      Source ↗
    • MiMoplace 5

      15th with a game in hand and about 0% in both models — while holding two cup semifinals that between them contain a Libertadores ticket.

      Source ↗
    • DeepSeekplace 2

      Fourteenth in the table and near-zero in both league models, but a Copa do Brasil semi against Palmeiras is a direct back door — and Vasco still has a game in hand.

      Source ↗
    • Qwenplace 9

      A 0.1% mathematical prayer in one model, highlighting the vast gap between their historical stature and current league reality.

      Source ↗
    6 AIs put it here
    Source ↗
  7. 7

    Santos chances de Libertadores 2026

    8th on 42 points; UFMG and Valor Final estimates are both low, about 2.9–4.3% and 3.0–3.3% respectively.

    Included it: Claude, ChatGPT, Grok, MiMo, DeepSeek, Qwen. Did not include: Gemini, Kimi.

    In their lists: Claude: 7 · ChatGPT: 6 · Grok: 5 · MiMo: 6 · DeepSeek: 8 · Qwen: 6

    What each AI noted 6
    • Claudeplace 7

      8th with 42 points, 4.3% in UFMG against 3.0% in Valor Final and 3.3% for G6: a slim chance that depends on a Cruzeiro or Atlético slip.

      Source ↗
    • ChatGPTplace 6

      8th with 42 points, Santos is the clearest place where a modest table gap meets sharply low model odds: 3.3% UFMG versus 3.1% ValorFinal.

      Source ↗
    • Grokplace 5

      Drops to 4% UFMG and 1% CupChances after losses; Valor Final projects ~53 pts and 9th.

      Source ↗
    • MiMoplace 6

      3.0% for the Libertadores, 86.4% for the Sul-Americana band — the clearest club whose continental future both models can agree on, just not the glamorous one.

      Source ↗
    • DeepSeekplace 8

      Eighth and in form, but both models still rank Santos eighth in Libertadores probability — a rare model-table match.

      Source ↗
    • Qwenplace 6

      Sitting 8th with 42 points, Valor Final gives them a 2.5% miracle chance while UFMG effectively writes them off.

      Source ↗
    6 AIs put it here
    Source ↗
  8. 8

    RB Bragantino chances de Libertadores 2026

    9th on 40 points; estimates are tiny, but supplied answers disagree from below 0.5% to 2.1% across models and snapshots.

    Included it: Claude, ChatGPT, Grok, MiMo, DeepSeek, Qwen. Did not include: Gemini, Kimi.

    In their lists: Claude: 10 · ChatGPT: 7 · Grok: 8 · MiMo: 10 · DeepSeek: 10 · Qwen: 7

    What each AI noted 6
    • Claudeplace 10

      UFMG gives Bragantino 0.47% and Valor Final 1.1%, the reverse of the Coritiba gap.

      Source ↗
    • ChatGPTplace 7

      The models are close to agreeing that the ninth-place side needs an exceptional finish: 0.80% at UFMG, 0.9% at ValorFinal.

      Source ↗
    • Grokplace 8

      Near-zero in UFMG (0.15%) and CupChances; Valor Final projects ~48 pts.

      Source ↗
    • MiMoplace 10

      Atlético knocked him out of the Sul-Americana in August — since then almost his whole continental case sits in one table band worth 79.8%.

      Source ↗
    • DeepSeekplace 10

      Ninth on 40 points; UFMG lists no top-five probability while Valor Final gives 1.1% — a small but real disagreement.

      Source ↗
    • Qwenplace 7

      Mathematically alive at 0.8% in one model, but their remaining schedule makes a top-5 finish practically a fantasy.

      Source ↗
    6 AIs put it here
    Source ↗
  9. 9

    Coritiba chances de Libertadores 2026

    11th on 39 points; supplied league estimates range from 0.1% to 0.68%, and one source rates its remaining fixtures the hardest.

    Included it: Claude, ChatGPT, Grok, MiMo, DeepSeek. Did not include: Gemini, Kimi, Qwen.

    In their lists: Claude: 9 · ChatGPT: 9 · Grok: 7 · MiMo: 7 · DeepSeek: 7

    What each AI noted 5
    • Claudeplace 9

      11th with 39 points and a UFMG chance 6.8 times Valor Final's (0.68% against 0.1%), at Atlético-MG today.

      Source ↗
    • ChatGPTplace 9

      Coritiba’s 11th-place table position comes with only 0.20% at UFMG and 0.1% at ValorFinal, despite being level on points with São Paulo.

      Source ↗
    • Grokplace 7

      Under 1% in both main models; Valor Final projects ~47 pts and mid-table.

      Source ↗
    • MiMoplace 7

      The only club graded with the hardest run-in by one measure and the third-hardest by another — promoted, 11th, and 0.1% from the models.

      Source ↗
    • DeepSeekplace 7

      Eleventh on 39 points, but the hardest remaining schedule in the league — 1.31 points per game for an average club.

      Source ↗
    5 AIs put it here
    Source ↗
  10. 10

    Grêmio chances de Libertadores 2026

    18th on 31 points with near-zero league odds, yet its Copa do Brasil semifinal offers a separate route to the Libertadores.

    Included it: Claude, MiMo, Kimi, DeepSeek. Did not include: ChatGPT, Gemini, Grok, Qwen.

    In their lists: Claude: 8 · MiMo: 2 · Kimi: 2 · DeepSeek: 4

    What each AI noted 4
    • Claudeplace 8

      In the Copa do Brasil semi-final but 18th in the league (31 pts, relegation risk 65.8% in UFMG), so the cup is the only Libertadores route.

    • MiMoplace 2

      18th with a 66% relegation risk in both models, yet one two-leg tie against Atlético stands between him and a Libertadores place neither model will price.

      Source ↗
    • Kimiplace 2

      0.000% in the UFMG league model — and 180 minutes from a Libertadores place in the Copa do Brasil semifinal, a route the mathematics simply refuses to count.

    • DeepSeekplace 4

      Eighteenth in the table and near-zero in both league models, but a Copa do Brasil semi against Atlético-MG keeps a second door open.

      Source ↗
    4 AIs put it here
    Source ↗

More about the top three ↓

02More about the top three

The ranking is above. Here is more about the three places at the top: what they are, why they are here, and what is worth knowing.

The models are not measured the same way: UFMG gives a Libertadores chance, Valor Final a top-five chance, and the rounds and zones differ, so the percentages are not directly comparable.

1Atlético-MG chances de Libertadores 2026

No. 1 — Atlético-MG chances de Libertadores 2026. On the lists of 8 of 8 AIs; median place there: 1. Most AIs put it first because a 3–0 Sul-Americana semifinal lead gives a second route to the Libertadores that neither league model counts.

Did you know

  • Atlético Mineiro won the Copa CONMEBOL twice, in 1992 and 1997, long before its 2013 Libertadores title. That cup was a smaller South American tournament for clubs outside the Libertadores.

    Source ↗
What it is
A club 7th in the league with a Sul-Americana semifinal almost won.
Its edge
Only one of the three with a second route into the Libertadores through a cup.
Who should know
Useful for fans and bettors: league odds alone understate this club's real chances.
  • Libertadores qualification chance24.5%–31.2% league
Why it is here

  • Atlético-MG has the 2nd hardest run-in of all 20 clubs: 1.32 expected points a game, against a league average of 1.38. It has 7 games left and needs about 11 more points to reach the Libertadores zone. — Valor Final

    Source ↗
Did you know

  • The club was founded in 1908 by twenty-two students from Belo Horizonte. It is described as the oldest active football club in the state of Minas Gerais.

    Source ↗
History

  • In 1950 Atlético Mineiro played ten matches in Europe, from 1 November to 7 December. It became the first club from Minas Gerais, and the first Brazilian professional club, to compete on that continent.

    Source ↗
Where to go further

  • Atlético is in a Sul-Americana semifinal against Montevideo City Torque. The first leg was 14 October in Belo Horizonte; the return is 21 October in Montevideo. Look at that result first: reaching the final and winning it would give a second route into the Libertadores. — (voice only)

    Source ↗
Compare the top three ↓

2Cruzeiro chances de Libertadores 2026

No. 2 — Cruzeiro chances de Libertadores 2026. On the lists of 7 of 8 AIs; median place there: 2. The AIs put it second because it sits 6th with 48 points and its odds look decent, though the two models disagree widely.

Did you know

  • Cruzeiro was born as Palestra Itália, an Italian-community club. Brazil's wartime rules in 1942 banned names tied to enemy nations. The club briefly used Palestra Mineiro, then chose Cruzeiro on 7 October 1942, after the Southern Cross constellation.

    Source ↗
What it is
A club 6th in the league on 48 points.
Its edge
Its odds are higher than Bahia's in the models, but it has no cup route like Atlético-MG.
Who should know
Useful to know that the models disagree a lot on whether it makes the Libertadores.
  • Libertadores qualification chance44.9%–67.7% (two models)
History

  • In 2019 Cruzeiro was relegated to Série B for the first time in its history. A serious financial crisis and a poor second half of the season led to the drop, sealed by a 2-0 home loss to Palmeiras on the final day.

    Source ↗
Where to go further

  • Lance's article 'Agora é matemático' explains how Cruzeiro's 2025 finish, at least 7th, secured its 2026 Libertadores place on 8 November 2025. It is about last season's table, so read it for the rule, not the current standings. — (voice only)

    Source ↗
Claude, Qwen put it first. What they saw in it

  • Claude: UFMG gives Cruzeiro 67.7% and Valor Final 44.9%, a 22.8-point gap, the biggest between the two models for any club.

  • Qwen: A massive 25.4% gap between models: UFMG trusts their momentum (67.7%) while Valor Final sees a coin flip (42.3%).

Compare the top three ↓

3Bahia chances de Libertadores 2026

No. 3 — Bahia chances de Libertadores 2026. On the lists of 7 of 8 AIs; median place there: 4. The AIs put it third: 5th on 49 points, but the models give it about a coin toss and show it as less safe.

Did you know

  • Bahia began on 1 January 1931 as a merger. The football sections of two Salvador clubs, Associação Atlética da Bahia and Clube Bahiano de Tênis, were dropped and their players joined together.

    Source ↗
What it is
A club 5th in the league on 49 points.
Its edge
Best table position of the three, but its model odds are the lowest of the three.
Who should know
Useful to see how a good table spot can still mean only a coin-toss chance.
  • Libertadores qualification chance33.0%–48.1% (UFMG)
Did you know

  • Bahia played at the Fonte Nova stadium, which held 66,080 people, from 1951 to 2007. A section of the stadium collapsed in 2007, killing seven Bahia supporters.

    Source ↗
History

  • In 2002 the bank that sponsored Bahia went bankrupt, and the club began a slide down Brazil's football pyramid. In 2005 it was relegated to Série C for the first time in its history.

    Source ↗
Where to go further

  • A Tarde's article says the 2026 Brasileirão gives four direct Libertadores group-stage spots plus one preliminary-round spot. Check this rule first, since it decides which finishes count when a model looks at the top five. — (voice only)

    Source ↗
Compare the top three ↓

The top three side by side

Atlético-MG chances de Libertadores 2026Cruzeiro chances de Libertadores 2026Bahia chances de Libertadores 2026
In the AIs' lists8 / 87 / 87 / 8
Libertadores qualification chance24.5%–31.2% league44.9%–67.7% (two models)33.0%–48.1% (UFMG)
Put first byChatGPT, Gemini, Grok, MiMo, Kimi, DeepSeekClaude, Qwen—

Places with the same number of AIs are ordered by their average place in the AIs' own lists.

More ratings

03Worth knowing

What the AIs noticed while building the list.

Atlético-MG’s league estimates do not include its 3–0 Sul-Americana semifinal lead, so league odds alone omit a live cup route.

Noticed by:
Included it: Claude, ChatGPT, Grok, MiMo, Kimi, DeepSeek, Qwen. Did not include: Gemini.
Source ↗

The supplied Cruzeiro numbers span 44.9% to 67.7%; some differences may reflect update timing or whether the model counts top five or a broader qualification zone.

Noticed by:
Included it: Claude, ChatGPT, MiMo, Kimi, DeepSeek, Qwen. Did not include: Gemini, Grok.
Source ↗

Cup winners can add Libertadores places beyond the league’s base cutoff, so a league-only probability does not describe every route.

Noticed by:
Included it: Claude, Gemini, Grok, MiMo, DeepSeek, Qwen. Did not include: ChatGPT, Kimi.
Source ↗

04How we counted

In plain words, no formulas.

1The question

Top 10 Brasileirão clubs whose Libertadores chances depend most on which model you trust

2Why this topic

Readers get each club's odds as a range from two independent models set against the table, not one model's single number.

3Where it applies

Brazil, Série A 2026, the final eight rounds (from round 31)

4What we looked at

  • Gap between the club's table rank and its rank by model-estimated chance of a Libertadores place
  • Spread between two independent models' odds for the same club (UFMG and Valor Final)
  • Strength of remaining league fixtures
  • Match load: league games plus continental cup games still to play, and whether a cup route (such as winning the Sul-Americana) offers a second way into the Libertadores
  • UFMG Department of Mathematics — Simulated Libertadores chances via the league; published figures and qualification-place definitions vary by update.
  • Valor Final — Simulated top-five chances and projected points; its cited round-30 snapshot is dated October 12.
  • CBF — Official Série A standings and fixtures.

5Who ranked

The leading AIs, each building its own list of ten independently and naming a source for every place: Claude, ChatGPT, Gemini, Grok, MiMo, Kimi, DeepSeek, Qwen.

6How the places were set

The same entry written differently by different AIs was counted as one. The more AIs put an entry on their list, and the higher they put it, the higher its place. "AI agreement" shows how many of the AIs had it on their own list. Sources are only those the AIs found themselves; nothing was added by hand.

05Each AI's own list

🇺🇸 Claude10 places · 3 notes

The same question, answered by Claude alone. The final list above combines all the AIs.

  1. 1
    Cruzeiro

    UFMG gives Cruzeiro 67.7% and Valor Final 44.9%, a 22.8-point gap, the biggest between the two models for any club.

    Source ↗
  2. 2
    Atlético-MG

    7th with 47 points and 31.2% in both UFMG and Valor Final, yet neither model prices a 3-0 Sul-Americana lead and a Copa do Brasil semi-final.

    Source ↗
  3. 3
    Bahia

    Futmétrica sees only 18.1% for G4 but 73.1% for G6, and UFMG (33.0%) and Valor Final (46.1%) differ by 13 points.

    Source ↗
  4. 4
    Vasco da Gama

    The models give Vasco about 0.1%, but Vasco are in both the Copa do Brasil and Sul-Americana semi-finals, each a route to the Libertadores.

  5. 5
    Athletico-PR

    Fixed at 3rd with 53 points, but its chance is 80.5% in UFMG and 92.4% in Valor Final, and it hosts Palmeiras tonight.

    Source ↗
  6. 6
    Fluminense

    The only contender where all three models agree: 81.4%, 80.9% and 74.4% for G4.

    Source ↗
  7. 7
    Santos

    8th with 42 points, 4.3% in UFMG against 3.0% in Valor Final and 3.3% for G6: a slim chance that depends on a Cruzeiro or Atlético slip.

    Source ↗
  8. 8
    Grêmio

    In the Copa do Brasil semi-final but 18th in the league (31 pts, relegation risk 65.8% in UFMG), so the cup is the only Libertadores route.

  9. 9
    Coritiba

    11th with 39 points and a UFMG chance 6.8 times Valor Final's (0.68% against 0.1%), at Atlético-MG today.

    Source ↗
  10. 10
    Red Bull Bragantino

    UFMG gives Bragantino 0.47% and Valor Final 1.1%, the reverse of the Coritiba gap.

    Source ↗

What Claude noticed

The Copa do Brasil runner-up now also gets a Libertadores place. A reported G9 scenario needs Atlético-MG to win the Sul-Americana, stay in the league top seven and reach the Copa do Brasil final against Palmeiras; then even 9th place in the league would qualify.

Source ↗

Atlético-MG lead Montevideo City Torque 3-0 and can lose the return leg by two goals and still advance. The second leg is on 21 October.

Source ↗

Flamengo (64 pts) and Palmeiras (63 pts) are already effectively through, at 100% (UFMG) and 99.9% (Valor Final). Only about three direct places are really open.

Source ↗
🇺🇸 ChatGPT10 places · 2 notes

The same question, answered by ChatGPT alone. The final list above combines all the AIs.

  1. 1
    Atlético-MG (Galo) chances de Libertadores 2026

    7th with 47 points, but UFMG gives it 27.5% for the league route while ValorFinal projects 6th and 31.6% Top 5; a 3–0 cup semifinal lead adds a second path.

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  2. 2
    Cruzeiro chances de Libertadores 2026

    The two models disagree by 3.4 points on a borderline place: UFMG 48.3%, ValorFinal 44.9%.

    Source ↗
  3. 3
    Bahia chances de Libertadores 2026

    49 points and 5th in the table still translate to roughly a coin toss in both models: 48.1% at UFMG and 46.6% at ValorFinal.

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  4. 4
    Fluminense chances de Libertadores 2026

    UFMG’s 80.4% league chance is materially more cautious than ValorFinal’s 80.5% only by a tenth, but both still leave a live miss risk from 4th.

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  5. 5
    Athletico-PR chances de Libertadores 2026

    Third on 53 points, yet neither model calls qualification certain: UFMG 90.8%, ValorFinal 91.9%.

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  6. 6
    Santos chances de Libertadores 2026

    8th with 42 points, Santos is the clearest place where a modest table gap meets sharply low model odds: 3.3% UFMG versus 3.1% ValorFinal.

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  7. 7
    RB Bragantino chances de Libertadores 2026

    The models are close to agreeing that the ninth-place side needs an exceptional finish: 0.80% at UFMG, 0.9% at ValorFinal.

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  8. 8
    São Paulo chances de Libertadores 2026

    One place below Bragantino, São Paulo’s estimated league chance is less than half a percent in both models.

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  9. 9
    Coritiba chances de Libertadores 2026

    Coritiba’s 11th-place table position comes with only 0.20% at UFMG and 0.1% at ValorFinal, despite being level on points with São Paulo.

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  10. 10
    Vasco chances de Libertadores 2026

    The 14th-place club has a tiny but nonzero UFMG route (0.068%); ValorFinal’s published Top 5 probability is 0.1%.

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What ChatGPT noticed

Atlético-MG is the standout two-route case: its league qualification estimate sits around 28–32%, but the club entered the second leg of the Sul-Americana semifinal with a 3–0 lead. Cup qualification makes league-only models incomplete for its overall Libertadores prospects.

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The race at the cutoff is tight: Bahia, Cruzeiro and Atlético-MG occupy 5th–7th with 49, 48 and 47 points; ValorFinal projected Atlético upward to 6th while the live table still had it 7th.

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🇺🇸 Gemini10 places · 2 notes

The same question, answered by Gemini alone. The final list above combines all the AIs.

  1. 1
    Atlético Mineiro (Brazil, 2026)

    A 17.3 percentage-point chasm between models, widened by an unmodelled 3-0 Copa Sul-Americana semifinal lead offering a parallel golden ticket to the Libertadores.

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  2. 2
    Fluminense FC (Brazil, 2026)

    Sitting 6th in the table yet dockable in probability due to an 8.3-point spread between models evaluating their four remaining fixtures against the current top four.

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  3. 3
    Red Bull Bragantino (Brazil, 2026)

    Shows a massive 10.7-point projection gap because one algorithm rewards defensive metrics at home while the other penalizes poor away form.

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  4. 4
    SC Internacional (Brazil, 2026)

    A 12.8-point model disagreement over whether holding 5th position withstands the league's third-toughest remaining fixture schedule.

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  5. 5
    Botafogo FR (Brazil, 2026)

    Separated by an 11.7% model variance depending on whether simulations discount squad rotation during concurrent domestic and continental run-ins.

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  6. 6
    São Paulo FC (Brazil, 2026)

    Valor Final estimates a 22.0% chance while UFMG holds them to 14.1% following high-variance away fixtures against relegation battlers.

    Source ↗
  7. 7
    Club Athletico Paranaense (Brazil, 2026)

    More than double the likelihood under Valor Final (15.8%) compared to UFMG (7.3%) due to heavy synthetic weighting of synthetic turf home matches.

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  8. 8
    SC Corinthians (Brazil, 2026)

    A near three-fold divergence (3.1% vs 8.5%) turning on whether the model factors potential G-7 or G-8 expansion spots created by cup winners.

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  9. 9
    EC Bahia (Brazil, 2026)

    Model odds range from 1.2% to 4.3%, representing a 258% relative disagreement driven by high-variance road performance.

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  10. 10
    Coritiba Foot Ball Club (Brazil, 2026)

    UFMG writes them down to 0.68% after a 5-match winless slide, whereas Valor Final leaves a 2.1% mathematical window open.

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What Gemini noticed

The 'Cup Expansion' factor: If Brazilian clubs win the Copa Libertadores, Copa Sudamericana, or Copa do Brasil while finishing in the top six, the continental qualification cutoff cascades down to G-7, G-8, or even G-9.

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Atlético Mineiro's dual campaign demonstrates the limitation of league-only statistical models: holding a 3-0 semifinal lead in the Copa Sul-Americana gives them a direct route to the Libertadores group stage that UFMG's domestic table simulation completely excludes.

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🇺🇸 Grok10 places · 4 notes

The same question, answered by Grok alone. The final list above combines all the AIs.

  1. 1
    Atlético-MG 2026

    31% UFMG Libertadores chance vs 15% CupChances, plus 3-0 Sul-Americana semi lead and Copa do Brasil semi as second path.

    Source ↗
  2. 2
    Cruzeiro 2026

    UFMG gives 68% Libertadores chance; CupChances only 25%, with Valor Final projecting ~60 pts and 6th.

    Source ↗
  3. 3
    Fluminense 2026

    81% UFMG vs 53% CupChances for Libertadores; still alive in Libertadores semis.

    Source ↗
  4. 4
    Bahia 2026

    33% UFMG vs 27% CupChances; Valor Final projects 61 pts and around 6th.

    Source ↗
  5. 5
    Santos 2026

    Drops to 4% UFMG and 1% CupChances after losses; Valor Final projects ~53 pts and 9th.

    Source ↗
  6. 6
    Athletico-PR 2026

    Stable high 80% UFMG / 78% CupChances; Valor Final projects 65 pts and 3rd.

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  7. 7
    Coritiba 2026

    Under 1% in both main models; Valor Final projects ~47 pts and mid-table.

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  8. 8
    Botafogo 2026

    Near-zero in UFMG (0.15%) and CupChances; Valor Final projects ~48 pts.

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  9. 9
    São Paulo 2026

    0.5% UFMG / 0.2% CupChances; Valor Final projects ~50 pts and 10th.

    Source ↗
  10. 10
    Vasco da Gama 2026

    Under 0.1% in models for league path; still alive in Sul-Americana and Copa do Brasil semis.

    Source ↗

What Grok noticed

Atlético-MG’s 3-0 first-leg lead in the Sul-Americana semi and Copa do Brasil semi give it two extra routes into the Libertadores that pure league models underweight.

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UFMG and CupChances diverge sharply on Cruzeiro (68% vs 25%) and Fluminense (81% vs 53%) for group-stage Libertadores access.

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Valor Final projects a tight 59-61 point cluster for Bahia, Cruzeiro and Atlético-MG, making the exact cut highly sensitive to remaining fixtures.

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Brazilian cup winners can expand the Brasileirão Libertadores allocation from G5 to G7 or more, depending on who finishes where.

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🇨🇳 MiMo10 places · 4 notes

The same question, answered by MiMo alone. The final list above combines all the AIs.

  1. 1
    Atlético-MG2026

    Both models put his league route at 28-31% — and neither one knows he is already 3-0 up in a Sul-Americana semifinal with a Copa do Brasil semi to spare.

    Source ↗
  2. 2
    Grêmio2026

    18th with a 66% relegation risk in both models, yet one two-leg tie against Atlético stands between him and a Libertadores place neither model will price.

    Source ↗
  3. 3
    Cruzeiro2026

    The same UFMG model said 69.1% one Monday and 48.3% the next — a 20.8-point swing caused by one 4-2 defeat.

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  4. 4
    Bahia2026

    5th in the table and still only a coin flip in both models — yet one round of results moved his odds by 15.6 points.

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  5. 5
    Vascoda Gama 2026

    15th with a game in hand and about 0% in both models — while holding two cup semifinals that between them contain a Libertadores ticket.

    Source ↗
  6. 6
    Santos2026

    3.0% for the Libertadores, 86.4% for the Sul-Americana band — the clearest club whose continental future both models can agree on, just not the glamorous one.

    Source ↗
  7. 7
    Coritiba2026

    The only club graded with the hardest run-in by one measure and the third-hardest by another — promoted, 11th, and 0.1% from the models.

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  8. 8
    Fluminense2026

    Two models land 0.5 points apart on a club that is simultaneously playing a Libertadores semifinal — the load nobody discounts.

    Source ↗
  9. 9
    Athletico-PR2026 (promoted)

    Promoted in November, third in October, and 90.8% vs 92.4% — the one club where the table and both models say exactly the same thing.

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  10. 10
    RBBragantino 2026

    Atlético knocked him out of the Sul-Americana in August — since then almost his whole continental case sits in one table band worth 79.8%.

    Source ↗

What MiMo noticed

Thetwo models agree at the summit (Flamengo and Palmeiras at 99.9–100%) and split exactly where the season is decided: UFMG has Cruzeiro 0.2 points above Bahia, Valor Final has Bahia 1.2 points above Cruzeiro — the 5th-place fight is a modelling tie.

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Since2026 the Brasileirão gives only 5 Libertadores places by position (the 6th moved to the Copa do Brasil) — so '6th with 44.9%' can still become a group-stage place if the cup winners finish top 5, which is why the 7th-placed club has so often ended up in the tournament.

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Modelodds move faster than the table: one October Monday cost Cruzeiro 20.8 points of probability and handed Bahia 15.6 — the standings themselves moved by a single round of wins and losses.

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Atlético'sdilemma is the judgment call of the run-in: three competitions cut against his league form, but give him two extra doors (Copa do Brasil semi vs Grêmio, Sul-Americana semi 3-0 up on Torque) that neither model quantifies — and his coach insists the league is not being sacrificed.

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🇨🇳 Kimi10 places · 3 notes

The same question, answered by Kimi alone. The final list above combines all the AIs.

  1. 1
    Atlético Mineiro (Galo)

    UFMG gives the Galo 24.5% — and neither model prices the 3-0 Sul-Americana semifinal lead or the Copa do Brasil semifinal, the two routes most likely to take them to the Libertadores.

    Source ↗
  2. 2
    Grêmio

    0.000% in the UFMG league model — and 180 minutes from a Libertadores place in the Copa do Brasil semifinal, a route the mathematics simply refuses to count.

  3. 3
    Vasco da Gama

    Fifteenth in the table with a game in hand, 0.055% in the league model — yet alive in TWO cup semifinals; trusting the table alone is the biggest misreading available.

    Source ↗
  4. 4
    Bahia

    Fifth on the table but sixth in the model — UFMG rates 6th-placed Cruzeiro (61.9%) well ahead of Bahia (43.5%), and the run-in opens with leaders Flamengo on Sunday.

    Source ↗
  5. 5
    Santos

    Eighth on 42 points with the league's best outside shot — just 2.9% — because no model can forgive a defense that concedes 45 in 30 games.

    Source ↗
  6. 6
    Cruzeiro

    61.9% to 69.1% depending on which Monday you ask UFMG — and a Sunday trip to relegation-desperate Grêmio that the points model treats as just another away game.

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  7. 7
    Fluminense

    77.4% in the league simulation, but the Tricolor also hold a Libertadores semifinal against Palmeiras — meaning the true chance is higher than any published number.

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  8. 8
    São Paulo

    One point behind Santos with a 0.29% model chance — the panel of 20 ESPN journalists that tipped them 13th still looks generous next to the mathematics.

    Source ↗
  9. 9
    Athletico Paranaense (Athletico-PR)

    88.9% and one of only five clubs the models take seriously — but as a promoted side with no cup to fall back on, every league point is the whole season.

    Source ↗
  10. 10
    Coritiba

    0.16% — but the Coxa sit only eight points off sixth with a game at 7th-placed Atlético-MG tonight; five games without a win is why no model believes the gap.

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What Kimi noticed

The single biggest blind spot in both models is Atlético-MG: UFMG's 24.5% covers the league only, while the Galo lead a Sul-Americana semifinal 3-0 (equalling the competition's record first-leg semifinal win) and face Grêmio in the Copa do Brasil semifinal — and since 2026 even the CdB runner-up qualifies for the Libertadores.

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Grêmio are the purest model-versus-reality split in the league: 0.000% to qualify via the table and 64.4% to be relegated, yet 180 minutes of cup football from a Libertadores spot — a scheduling squeeze no simulation can price.

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Valor Final's 20,000 simulations put the 5th-place cut at 62 points (typical range 59-64): with 61 points a club qualifies in 60.5% of simulated seasons, with 64 in 96.5% — so Cruzeiro need 13 of the last 24, Bahia 12, Atlético-MG 14.

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🇨🇳 DeepSeek10 places · 4 notes

The same question, answered by DeepSeek alone. The final list above combines all the AIs.

  1. 1
    Atlético-MG 2026 Libertadores model split

    Both models pin Galo at exactly 31.2% — the same number — while a 3-0 Sul-Americana semi lead and a Copa do Brasil semi add two routes neither model prices.

    Source ↗
  2. 2
    Vasco da Gama 2026 Libertadores model split

    Fourteenth in the table and near-zero in both league models, but a Copa do Brasil semi against Palmeiras is a direct back door — and Vasco still has a game in hand.

    Source ↗
  3. 3
    Cruzeiro 2026 Libertadores model split

    The widest top-six disagreement: UFMG 67.7%, Valor Final 44.9%, a 22.8-point swing on the same fixtures.

    Source ↗
  4. 4
    Grêmio 2026 Libertadores model split

    Eighteenth in the table and near-zero in both league models, but a Copa do Brasil semi against Atlético-MG keeps a second door open.

    Source ↗
  5. 5
    Athletico-PR 2026 Libertadores model split

    Third in the table, yet the models split 80.5% versus 92.4% — the biggest spread among clubs already in the top four.

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  6. 6
    Bahia 2026 Libertadores model split

    Fifth on the table; UFMG 33.0% versus Valor Final 46.1%, with a trip to Flamengo next.

    Source ↗
  7. 7
    Coritiba 2026 Libertadores model split

    Eleventh on 39 points, but the hardest remaining schedule in the league — 1.31 points per game for an average club.

    Source ↗
  8. 8
    Santos 2026 Libertadores model split

    Eighth and in form, but both models still rank Santos eighth in Libertadores probability — a rare model-table match.

    Source ↗
  9. 9
    Fluminense 2026 Libertadores model split

    Fourth on 51 points and about 81% in both models, yet still alive in the Libertadores itself — a second route that barely moves the league number.

    Source ↗
  10. 10
    RB Bragantino 2026 Libertadores model split

    Ninth on 40 points; UFMG lists no top-five probability while Valor Final gives 1.1% — a small but real disagreement.

    Source ↗

What DeepSeek noticed

Atlético-MG is the only top-seven club whose two model numbers are identical — 31.2% in both UFMG and Valor Final — yet it carries a 3-0 Sul-Americana lead and a Copa do Brasil semi.

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Cruzeiro is the real model fault line: UFMG 67.7%, Valor Final 44.9%, a 22.8-point gap on the same 30 games.

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Athletico-PR splits the models in the other direction: 80.5% UFMG versus 92.4% Valor Final, even though both have it in the top four.

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Valor Final's fixture-difficulty measure puts Coritiba last — 1.31 points per game for an average club — which is why an 11th-place side is still only 0.1% for the top five.

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🇨🇳 Qwen10 places · 2 notes

The same question, answered by Qwen alone. The final list above combines all the AIs.

  1. 1
    Cruzeiro

    A massive 25.4% gap between models: UFMG trusts their momentum (67.7%) while Valor Final sees a coin flip (42.3%).

  2. 2
    Atlético-MG

    Models split on their league run-in (42.2% vs 27.5%), but neither accounts for the massive safety net of a 3-0 Sul-Americana semi-final lead.

    Source ↗
  3. 3
    Bahia

    A 10.1% spread as Valor Final (43.1%) is much more bullish on their top-5 push than UFMG (33.0%).

    Source ↗
  4. 4
    Athletico-PR

    Overperforming in 3rd place, but models disagree on how safe they are (90.6% vs 80.5%).

    Source ↗
  5. 5
    Fluminense

    The rare model agreement (78.1% vs 81.4%) masks a brutal final fixture list that could easily swing their top-4 fate.

    Source ↗
  6. 6
    Santos

    Sitting 8th with 42 points, Valor Final gives them a 2.5% miracle chance while UFMG effectively writes them off.

    Source ↗
  7. 7
    Bragantino

    Mathematically alive at 0.8% in one model, but their remaining schedule makes a top-5 finish practically a fantasy.

    Source ↗
  8. 8
    São Paulo

    An expensive squad sitting 10th; models agree the league route is dead (0.3%), forcing them to rely on cup glory.

    Source ↗
  9. 9
    Vasco

    A 0.1% mathematical prayer in one model, highlighting the vast gap between their historical stature and current league reality.

    Source ↗
  10. 10
    Botafogo

    Also clinging to a 0.1% simulation outlier, proving that for mid-table clubs, the models only disagree on how 'impossible' it is.

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What Qwen noticed

Atlético-MG's 'dual route' dilemma: models only calculate league points, ignoring that a 3-0 lead in the Sul-Americana semi-final effectively guarantees Libertadores football regardless of their table finish.

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Valor Final and UFMG agree Flamengo and Palmeiras are at 99.9%+, but their final seeding for the group stage draw still hinges on which projection model you trust for the final 8 rounds.

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