Ranked on expected points, Toluca would lead on 24.51, Necaxa would rise from 17th to 8th and América would drop from 1st to 4th.
Back to the trend of the day: Race for Mexico's football playoffs heats up with nine weekend matches
Poly Rating · from the trend of the day
Liga MX tabla general 2026: real points vs xG
Necaxa sit 17th on 9 points, but their chances were worth 18.8 expected points, enough for 8th place.
- No. 1: Club América
- 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
Club América
Most flattered team: 27 points from 20.54 xPTS (+6.5), and a +16 goal difference against +4.4 to +6.1 expected. Expected points make Toluca the leader, not América.
Included it: Claude, ChatGPT, Meta, Grok, Gemini, MiMo, Wenxin, DeepSeek. Did not include: Kimi.In their lists: Claude: 8 · ChatGPT: 3 · Meta: 3 · Grok: 2 · Gemini: 2 · MiMo: see list · Wenxin: 6 · DeepSeek: 9
What each AI noted 8
- Claudeplace 8
First with 27 points and +16, yet only about 1 point short of what its goals imply, so the lead looks earned.
Source ↗ - ChatGPTplace 3
The xG model's most productive attack: 1.86 expected goals per match, while the team had earned four more points than expected in the October 19 model snapshot.
Source ↗ - Metaplace 3
+6.5 xPTS most flattered — 32 goals from 23.49 xG (+8.5 over), 27 pts vs 20.54 xPTS while leading
Source ↗ - Grokplace 2
27 points from ~20.5 xPTS—biggest positive gap, clinical finishing
Source ↗ - Geminiplace 2
Most flattered at the summit: leading the table with 27 points from only 20.4 xPts (+6.6 surplus) courtesy of clinical long-range and transition finishing.
Source ↗ - MiMo
Named differently in its own list: open the full list.
see list - Wenxinplace 6
4th on table, 5th on xG — basically honest but slightly flattered by home wins
- DeepSeekplace 9
First in the table and fourth by xG difference — +16 actual GD against +4.4 xGD, the largest finishing overperformance in the title race.
Source ↗
8 AIs put it here - 2
Tigres UANL
14th on 14 points but 9th on expected points (18.23, −4.2). Every xG provider has the attack scoring 4–8 goals fewer than its chances.
Included it: ChatGPT, Meta, Grok, Gemini, MiMo, Kimi, Wenxin, DeepSeek. Did not include: Claude.In their lists: ChatGPT: 9 · Meta: 5 · Grok: 6 · Gemini: 1 · MiMo: 8 · Kimi: 4 · Wenxin: 7 · DeepSeek: 3
What each AI noted 8
- ChatGPTplace 9
Fourteen points with a minus-four goal difference: both the table and the goal balance suggest a difficult campaign, but a same-cutoff xPts figure is needed before calling the team unlucky.
Source ↗ - Metaplace 5
-4.2 xPTS shortchanged — 14 pts (14th) vs 18.23 xPTS (9th), 14 goals vs 20.24 xG (-6.2 wasteful)
Source ↗ - Grokplace 6
14 points from 18.2 xPTS—underperforming by more than 4 points
Source ↗ - Geminiplace 1
The league's most shortchanged side: 14th in the table with 14 points, despite posting an expected points total of 21.8 (+7.8 point underperformance) and a +6.2 xGD.
Source ↗ - MiMoplace 8
18.41 xG produced just 14 goals — the biggest underperformance of any big-brand attack keeps Tigres 14th.
Source ↗ - Kimiplace 4
The table treats them as 14th; the chance profile says ninth, with a -4.81 finishing swing.
Source ↗ - Wenxinplace 7
8th on table but 7th on xG — fair, mid-table and no surprise either way
- DeepSeekplace 3
Seventh by xG difference but 14th in the table — a seven-place shortchange and 8.4 goals below xG, the worst finishing gap in the league.
Source ↗
8 AIs put it here - 3
Toluca
Strongest team on the evidence: top for expected points (24.51) and xG difference on OddAlerts and FotMob, yet 4th and 2.5 points short.
Included it: Claude, ChatGPT, Meta, Grok, Gemini, MiMo, Kimi, Wenxin. Did not include: DeepSeek.In their lists: Claude: 4 · ChatGPT: 4 · Meta: 9 · Grok: 8 · Gemini: 6 · MiMo: see list · Kimi: see list · Wenxin: 1
What each AI noted 8
- Claudeplace 4
+10 goal difference (third-best) but only 22 points: about 3 below what its goals imply.
Source ↗ - ChatGPTplace 4
The strongest reported defensive process: just 0.90 expected goals conceded per match, despite the table showing 18 goals conceded.
Source ↗ - Metaplace 9
-2.5 xPTS unlucky — best xG 26.12 and xPTS leader 24.51 but only 22 pts in 4th, xGD 10.93 vs +10 actual
Source ↗ - Grokplace 8
22 points from 24.5 xPTS—best underlying numbers but slightly short-changed
Source ↗ - Geminiplace 6
One of Mexico's most stable frontlines, logging 22 actual points against 22.9 xPts with an almost identical actual and expected goal differential (+8 vs +7.9).
Source ↗ - MiMo
Named differently in its own list: open the full list.
see list - Kimi
Named differently in its own list: open the full list.
see list - Wenxinplace 1
Top xG but only 5th — the table shortchanges them by roughly 4 expected points
8 AIs put it here - 4
Atlas
6th on 21 points but 11th on expected points (16.48, +4.5). FotMob ranks its xG difference only 15th (−5.1), the weakest in the top eight.
Included it: Claude, Meta, Grok, Gemini, MiMo, Kimi, DeepSeek. Did not include: ChatGPT, Wenxin.In their lists: Claude: 1 · Meta: 4 · Grok: 3 · Gemini: 9 · MiMo: 10 · Kimi: 7 · DeepSeek: 2
What each AI noted 7
- Claudeplace 1
21 points with a −2 goal difference: about 5 points more than its goal difference suggests, the biggest flattery in the league.
Source ↗ - Metaplace 4
+4.5 xPTS — 21 pts (6th) vs 16.48 xPTS (11th xPTS rank), -2 actual GD vs -2.52 xGD close but points flattered
Source ↗ - Grokplace 3
21 points from 16.5 xPTS—table flatters by ~4.5 points
Source ↗ - Geminiplace 9
Flattered by narrow one-goal wins: holding 6th place (21 points) despite a modest 17.6 xPts and a -1.2 xGD.
Source ↗ - MiMoplace 10
6th place with a negative goal difference (-2) — the only team in the top eight that has conceded more than it has scored.
Source ↗ - Kimiplace 7
Five places and 4.52 points above the expected-points line, despite an xGD of -2.52.
Source ↗ - DeepSeekplace 2
15th by xG difference but sixth in the table — the clearest case of the table flattering a team whose shot quality says mid-table or worse.
Source ↗
7 AIs put it here - 5
Querétaro
8th on 20 points despite a negative expected goal difference. It is +3.9 over xPTS on OddAlerts and +6.1 on Balonario, which shows how much the providers differ.
Included it: Claude, ChatGPT, Meta, Grok, Gemini, MiMo, Kimi. Did not include: Wenxin, DeepSeek.In their lists: Claude: 3 · ChatGPT: 1 · Meta: 6 · Grok: 4 · Gemini: 3 · MiMo: 7 · Kimi: 5
What each AI noted 7
- Claudeplace 3
8th with 20 points from 12 games on a goal difference of just +1, about 3 points above its numbers.
Source ↗ - ChatGPTplace 1
The biggest apparent points overperformer: 20 actual points against 13.9 expected points, a gap of plus 6.1.
Source ↗ - Metaplace 6
+3.9 xPTS flattered — 20 pts (8th) vs 16.15 xPTS (12th), +1 GD vs -1.44 xGD
Source ↗ - Grokplace 4
20 points from 16.2 xPTS—overperforming while sitting 8th
Source ↗ - Geminiplace 3
Carrying an alarming -5.8 xGD into 8th place (20 points), having earned 5.9 points more than their conceded chance volumes justify.
Source ↗ - MiMoplace 7
8 goals conceded from 15.77 xGA by matchday 10 — the Gallos' 20 points were built on a finishing drought from every rival, and the regression has started (0-5).
Source ↗ - Kimiplace 5
Eighth on 20 points despite a negative expected goal difference of -1.44.
Source ↗
7 AIs put it here - 6
Club León
5th on 21 points, but its chances make it a 10th-place side (17.91 xPTS, +3.1). FotMob agrees: xG difference about zero, 10th.
Included it: Claude, ChatGPT, Meta, Grok, Kimi, Wenxin, DeepSeek. Did not include: Gemini, MiMo.In their lists: Claude: 7 · ChatGPT: 7 · Meta: 8 · Grok: 5 · Kimi: 9 · Wenxin: 2 · DeepSeek: 7
What each AI noted 7
- Claudeplace 7
5th with 21 points on a +3 goal difference: a modest overperformance of about 1.5 points.
Source ↗ - ChatGPTplace 7
Fifth place with 21 points and a modest plus-three goal difference: the points total is stronger than the goal margin alone might suggest.
Source ↗ - Metaplace 8
+3.1 xPTS — 21 pts (5th) vs 17.91 xPTS (10th), 20 goals vs 19.62 xG close but defence -2.8 under xGA
Source ↗ - Grokplace 5
21 points from 17.9 xPTS—modest overperformance keeps them 5th
Source ↗ - Kimiplace 9
Fifth on 21 points, but their +3 GD beats a -0.15 xGD by 3.15 goals.
Source ↗ - Wenxinplace 2
2nd in table but 6th on xG — 6 points come from finishing over their expected output
- DeepSeekplace 7
10th by xG difference but fifth in the table — five places of flattery, with actual GD +3 against xGD -0.2.
Source ↗
7 AIs put it here - 7
Necaxa
Most shortchanged team: 9 points against 18.83 xPTS (−9.8), 17th in the table but 8th on expected points. FotMob and Statz also show it scoring well below its chances.
Included it: ChatGPT, Meta, Grok, MiMo, Kimi, DeepSeek. Did not include: Claude, Gemini, Wenxin.In their lists: ChatGPT: 10 · Meta: 1 · Grok: 1 · MiMo: see list · Kimi: 1 · DeepSeek: 1
What each AI noted 6
- ChatGPTplace 10
Nine points and a minus-11 goal difference make Necaxa's poor table position consistent with its actual goal balance; the case for a major luck deficit is weaker than Juárez's.
Source ↗ - Metaplace 1
-9.8 xPTS gap — biggest shortchange: 18.83 xPTS but 9 actual pts, 21.71 xG but only 15 goals (-6.7 wasteful)
Source ↗ - Grokplace 1
Only 9 points from chances worth ~18.8 xPTS—largest shortfall in the league
Source ↗ - MiMo
Named differently in its own list: open the full list.
see list - Kimiplace 1
Shot quality says eighth; reality is 17th, with 9.83 points and 12.40 goals of difference missing.
Source ↗ - DeepSeekplace 1
Sixth by xG difference but 17th in the table — an 11-place shortchange and 8.6 goals below expected, the widest process-versus-points gap in Liga MX.
Source ↗
6 AIs put it here - 8
FC Juárez
4 points against 11.15 xPTS (−7.2); Balonario puts the shortfall at −9.3. Juárez stay 18th either way, so the gap costs points but not places.
Included it: ChatGPT, Meta, Grok, MiMo, Kimi, Wenxin. Did not include: Claude, Gemini, DeepSeek.In their lists: ChatGPT: 2 · Meta: 2 · Grok: 9 · MiMo: see list · Kimi: 3 · Wenxin: 10
What each AI noted 6
- ChatGPTplace 2
Four actual points against 13.3 expected: a deficit of 9.3 points, the starkest underperformance identified by the published xPts model.
Source ↗ - Metaplace 2
-7.2 xPTS and -11.7 GD vs xGD — 32 conceded vs 24.47 xGA (+7.5), 8 scored vs 12.13 xG, first eliminated
Source ↗ - Grokplace 9
4 points from 11.2 xPTS—second-largest shortfall, bottom of the table
Source ↗ - MiMo
Named differently in its own list: open the full list.
see list - Kimiplace 3
No positional jump, but a 7.15-point shortfall and an 11.66-goal defensive swing make them the biggest non-positional miss.
Source ↗ - Wenxinplace 10
15th on table, 14th on xG — a table-vs-performance wash with no big surprise
6 AIs put it here - 9
Pachuca
16th on 13 points, 2.2 below its 15.22 xPTS. But its +2 actual goal difference against −5.28 expected suggests its defence and goalkeeping are doing better than the chances it gives up.
Included it: Claude, Meta, MiMo, Kimi, Wenxin, DeepSeek. Did not include: ChatGPT, Grok, Gemini.In their lists: Claude: 2 · Meta: 10 · MiMo: see list · Kimi: 8 · Wenxin: 5 · DeepSeek: 10
What each AI noted 6
- Claudeplace 2
Rondón has 13 goals, yet Pachuca has 13 points in 16th; its +2 goal difference suggests about 19 points.
Source ↗ - Metaplace 10
-2.2 xPTS but +7.3 GD overperformance — 20 scored vs 18 xG, 18 conceded vs 23.28 xGA, defence lucky
Source ↗ - MiMo
Named differently in its own list: open the full list.
see list - Kimiplace 8
A real +2 goal difference against a -5.28 xGD means 7.28 goals of finishing or keeping are hiding a 16th-place campaign.
Source ↗ - Wenxinplace 5
3rd in table, 4th on xG — close to fair, but a +5 actual GD beats xGD by 3 goals
- DeepSeekplace 10
13th by xG difference but 16th in the table — actual GD +4 against xGD -4.2, a mixed case where the points and goal numbers tell different stories.
Source ↗
6 AIs put it here - 10
Puebla
13th on 16 points but 17th on expected points (12.76, +3.2). Its −7.91 expected goal difference is the third-worst in the league.
Included it: Claude, Meta, Kimi. Did not include: ChatGPT, Grok, Gemini, MiMo, Wenxin, DeepSeek.In their lists: Claude: 5 · Meta: 7 · Kimi: 6
What each AI noted 3
- Claudeplace 5
Scored only 13 goals yet holds 16 points; about 2 points of luck at 13th.
Source ↗ - Metaplace 7
+3.2 xPTS — 16 pts (13th) vs 12.76 xPTS (17th), -4 actual GD vs -7.91 xGD (+3.9 over)
Source ↗ - Kimiplace 6
13th rather than 17th because opponents have beaten a -7.91 xGD by nearly four goals.
Source ↗
3 AIs put it here
02Worth knowing
What the AIs noticed while building the list.
Two contenders look about right: Cruz Azul's 23 points almost exactly match their 22.85 xPTS, and Chivas' 20 points after 12 rounds sat against 19.55 expected on Statz.
Pumas are kept up by their finishing: 19 goals from 13.2 xG, and 11th in the table against 16th on expected points.
xG providers disagree by several goals per team. For example, América are on 21.6 xG at xGscore and 19.02 at Statz over the same run, and Querétaro's gap is +3.85 or +6.1 depending on the model.
América, Monterrey, Querétaro and Tijuana have played 12 games and the rest 13, because of a postponed matchday 7. Points comparisons are therefore not like-for-like.
03How we counted
In plain words, no formulas.
1The question
Top 10 Liga MX Teams the Table Flatters or Shortchanges Most, Apertura 2026
2Why this topic
Comparing the official table with an independent shot-quality measure shows which playoff places were earned, and neither source can show that alone.
3Where it applies
Liga MX (Mexico), Apertura 2026, going into matchday 14 (October 23–25, 2026)
4What we looked at
- Points actually won compared with expected points based on shot quality (xG)
- Actual goal difference compared with expected goal difference
- Gap between a team's real table position and its expected-points position
- OddAlerts Liga MX xG table — xG, xGA, xGD and expected points (xPTS) for all 18 clubs before matchday 14
- FotMob (Opta data) — Team xG and xG difference for the Apertura 2026
- Balonario Liga MX xG table — Shot-based xG, xGA, xPts and actual minus expected points (snapshot of 19 October, 106 matches)
- Statz (via MatchdayMX previews) — xG, xGA and expected points per club, at 10–12 match cut-offs
- ESPN / Wikipedia standings — Actual points, goals and goal difference after matchday 13 (some teams on 12 games)
5Who ranked
The leading AIs, each building its own list of ten independently and naming a source for every place: Claude, ChatGPT, Meta, Grok, Gemini, MiMo, Kimi, Wenxin, DeepSeek.
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.
04Each AI's own list
🇺🇸 Claude10 places · 3 notes
The same question, answered by Claude alone. The final list above combines all the AIs.
- 1Atlas
21 points with a −2 goal difference: about 5 points more than its goal difference suggests, the biggest flattery in the league.
Source ↗ - 2Pachuca
Rondón has 13 goals, yet Pachuca has 13 points in 16th; its +2 goal difference suggests about 19 points.
Source ↗ - 3Querétaro
8th with 20 points from 12 games on a goal difference of just +1, about 3 points above its numbers.
Source ↗ - 4Toluca
+10 goal difference (third-best) but only 22 points: about 3 below what its goals imply.
Source ↗ - 5Puebla
Scored only 13 goals yet holds 16 points; about 2 points of luck at 13th.
Source ↗ - 6Atlético de San Luis
Level with Puebla and Pumas on 16 points despite a −4 goal difference; about 2 points more than expected.
Source ↗ - 7León
5th with 21 points on a +3 goal difference: a modest overperformance of about 1.5 points.
Source ↗ - 8Club América
First with 27 points and +16, yet only about 1 point short of what its goals imply, so the lead looks earned.
Source ↗ - 9Pumas UNAM
A −3 goal difference, 11th, about 1 point better than its goals suggest.
Source ↗ - 10Cruz Azul
23 points on +7 sits in line with its goals (about +0.5); last season it scored 78 goals from 64.98 xG, so watch the finishing.
Source ↗
What Claude noticed
Pachuca and Atlas are the two outliers: the club with the top scorer (Rondón, 13 goals) is 16th, while Atlas is 6th with a negative goal difference.
América's 27 points sit almost exactly on its goal-difference expectation, so the leader looks genuinely strong, unlike Atlas and Querétaro in the top eight.
Toluca's +10 goal difference is the third best, but it is 4th in points, so its result in the weekend's big games may be better than the table says.
🇺🇸 ChatGPT10 places · 3 notes
The same question, answered by ChatGPT alone. The final list above combines all the AIs.
- 1Querétaro FC (Mexico, Apertura 2026)
The biggest apparent points overperformer: 20 actual points against 13.9 expected points, a gap of plus 6.1.
Source ↗ - 2FC Juárez (Mexico, Apertura 2026)
Four actual points against 13.3 expected: a deficit of 9.3 points, the starkest underperformance identified by the published xPts model.
Source ↗ - 3Club América (Mexico, Apertura 2026)
The xG model's most productive attack: 1.86 expected goals per match, while the team had earned four more points than expected in the October 19 model snapshot.
Source ↗ - 4Toluca FC (Mexico, Apertura 2026)
The strongest reported defensive process: just 0.90 expected goals conceded per match, despite the table showing 18 goals conceded.
Source ↗ - 5Cruz Azul (Mexico, Apertura 2026)
A third-place team with 23 points and a plus-seven actual goal difference; the case for overperformance needs an xPts comparison from the same match cutoff.
Source ↗ - 6Guadalajara (Chivas, Mexico, Apertura 2026)
Second in the table on 23 points, with 20 goals scored and only 12 conceded; the actual goal difference is plus eight, but the published evidence does not support a precise xPts-based verdict.
Source ↗ - 7Club León (Mexico, Apertura 2026)
Fifth place with 21 points and a modest plus-three goal difference: the points total is stronger than the goal margin alone might suggest.
Source ↗ - 8Santos Laguna (Mexico, Apertura 2026)
Ninth place with 19 points and a plus-three goal difference: a respectable table position, though the evidence gathered here cannot establish how much finishing luck contributed.
Source ↗ - 9Tigres UANL (Mexico, Apertura 2026)
Fourteen points with a minus-four goal difference: both the table and the goal balance suggest a difficult campaign, but a same-cutoff xPts figure is needed before calling the team unlucky.
Source ↗ - 10Necaxa (Mexico, Apertura 2026)
Nine points and a minus-11 goal difference make Necaxa's poor table position consistent with its actual goal balance; the case for a major luck deficit is weaker than Juárez's.
Source ↗
What ChatGPT noticed
Querétaro is the clearest positive outlier in the published xPts model: 20 actual points against 13.9 expected. That is a much stronger signal of overperformance than merely occupying a playoff position.
Juárez is the opposite case. The model estimates 13.3 expected points, but the team has only four actual points, a gap of minus 9.3.
América has the league's highest reported xG per match at 1.86, while Toluca has the lowest reported xGA per match at 0.90. Those are different strengths: chance creation versus chance prevention.
🇺🇸 Meta10 places · 4 notes
The same question, answered by Meta alone. The final list above combines all the AIs.
- 1Club Necaxa
-9.8 xPTS gap — biggest shortchange: 18.83 xPTS but 9 actual pts, 21.71 xG but only 15 goals (-6.7 wasteful)
Source ↗ - 2FC Juarez
-7.2 xPTS and -11.7 GD vs xGD — 32 conceded vs 24.47 xGA (+7.5), 8 scored vs 12.13 xG, first eliminated
Source ↗ - 3Club America
+6.5 xPTS most flattered — 32 goals from 23.49 xG (+8.5 over), 27 pts vs 20.54 xPTS while leading
Source ↗ - 4Atlas FC
+4.5 xPTS — 21 pts (6th) vs 16.48 xPTS (11th xPTS rank), -2 actual GD vs -2.52 xGD close but points flattered
Source ↗ - 5Tigres UANL
-4.2 xPTS shortchanged — 14 pts (14th) vs 18.23 xPTS (9th), 14 goals vs 20.24 xG (-6.2 wasteful)
Source ↗ - 6Queretaro FC
+3.9 xPTS flattered — 20 pts (8th) vs 16.15 xPTS (12th), +1 GD vs -1.44 xGD
Source ↗ - 7Club Puebla
+3.2 xPTS — 16 pts (13th) vs 12.76 xPTS (17th), -4 actual GD vs -7.91 xGD (+3.9 over)
Source ↗ - 8Club Leon
+3.1 xPTS — 21 pts (5th) vs 17.91 xPTS (10th), 20 goals vs 19.62 xG close but defence -2.8 under xGA
Source ↗ - 9Deportivo Toluca
-2.5 xPTS unlucky — best xG 26.12 and xPTS leader 24.51 but only 22 pts in 4th, xGD 10.93 vs +10 actual
Source ↗ - 10CF Pachuca
-2.2 xPTS but +7.3 GD overperformance — 20 scored vs 18 xG, 18 conceded vs 23.28 xGA, defence lucky
Source ↗
What Meta noticed
Necaxa is most wasteful: 21.71 xG but 15 goals (-6.7) — regression to xG would suggest improvement, xPTS 8th vs actual 17th
América is biggest overperformer: 32 goals from 23.49 xG (+8.5) and +6.5 points over xPTS, 27 pts vs 20.54 xPTS
Juárez defensive collapse: 32 conceded vs 24.47 xGA (+7.5 over) and xGD -12.34 vs actual -24, first team mathematically eliminated from Liguilla
Toluca leads xG 26.12 and xPTS 24.51 but sits 4th with 22 pts — truly strongest team on chances going into Monterrey vs Chivas weekend
🇺🇸 Grok10 places · 4 notes
The same question, answered by Grok alone. The final list above combines all the AIs.
- 1Necaxa Apertura 2026
Only 9 points from chances worth ~18.8 xPTS—largest shortfall in the league
Source ↗ - 2América Apertura 2026
27 points from ~20.5 xPTS—biggest positive gap, clinical finishing
Source ↗ - 3Atlas Apertura 2026
21 points from 16.5 xPTS—table flatters by ~4.5 points
Source ↗ - 4Querétaro Apertura 2026
20 points from 16.2 xPTS—overperforming while sitting 8th
Source ↗ - 5León Apertura 2026
21 points from 17.9 xPTS—modest overperformance keeps them 5th
Source ↗ - 6Tigres UANL Apertura 2026
14 points from 18.2 xPTS—underperforming by more than 4 points
Source ↗ - 7Chivas Guadalajara Apertura 2026
23 points from 20.7 xPTS—slight overperformance, best defensive xGA
Source ↗ - 8Toluca Apertura 2026
22 points from 24.5 xPTS—best underlying numbers but slightly short-changed
Source ↗ - 9Juárez Apertura 2026
4 points from 11.2 xPTS—second-largest shortfall, bottom of the table
Source ↗ - 10Cruz Azul Apertura 2026
23 points almost exactly match 22.9 xPTS—performance and results aligned
Source ↗
What Grok noticed
América’s +8.5 goals over xG and +6.5 points over xPTS explain their four-point lead at the top.
Necaxa’s −9.8 xPTS gap is the clearest case of a side whose underlying shot quality far exceeds results.
Toluca leads both xG (26.12) and xPTS (24.51) yet sits only 4th—suggesting the table slightly short-changes them.
Chivas posts the league’s best xGA (14.39), supporting their high table position more through defence than chance creation.
🇺🇸 Gemini10 places · 3 notes
The same question, answered by Gemini alone. The final list above combines all the AIs.
- 1Tigres UANL (Mexico, 2026)
The league's most shortchanged side: 14th in the table with 14 points, despite posting an expected points total of 21.8 (+7.8 point underperformance) and a +6.2 xGD.
Source ↗ - 2Club América (Mexico, 2026)
Most flattered at the summit: leading the table with 27 points from only 20.4 xPts (+6.6 surplus) courtesy of clinical long-range and transition finishing.
Source ↗ - 3Querétaro FC (Mexico, 2026)
Carrying an alarming -5.8 xGD into 8th place (20 points), having earned 5.9 points more than their conceded chance volumes justify.
Source ↗ - 4Cruz Azul (Mexico, 2026)
The benchmark of true dominance: generating a league-best +11.4 xGD while matching their 3rd place standing with an elite 24.6 xPts.
Source ↗ - 5Guadalajara Chivas (Mexico, 2026)
Outscoring their underlying shot values by 4.8 goals, lifting them to 2nd place (23 points) over an expected tally of 18.7 xPts.
Source ↗ - 6Deportivo Toluca (Mexico, 2026)
One of Mexico's most stable frontlines, logging 22 actual points against 22.9 xPts with an almost identical actual and expected goal differential (+8 vs +7.9).
Source ↗ - 7Club Tijuana Xolos (Mexico, 2026)
Shortchanged by defensive errors: sitting 10th with 17 points despite accumulating 20.1 xPts and winning the shot quality battle in 8 of 12 games.
Source ↗ - 8Monterrey Rayados (Mexico, 2026)
Underperforming relative to their roster talent: sitting 7th with 20 points from 22.5 xPts (-2.5 deficit) due to wasteful finishing inside the box.
Source ↗ - 9Atlas FC (Mexico, 2026)
Flattered by narrow one-goal wins: holding 6th place (21 points) despite a modest 17.6 xPts and a -1.2 xGD.
Source ↗ - 10Santos Laguna (Mexico, 2026)
Holding 9th place with 19 points despite producing the league's 3rd lowest expected goal creation tally (13.2 xG in 13 matches).
Source ↗
What Gemini noticed
Tigres UANL represents the largest statistical anomaly heading into Matchday 14, trailing expected points by 7.8 and posting the biggest underperformance gap in Liga MX.
The Matchday 14 showdown between Club América and Monterrey features contrasting metrics: América is outrunning their underlying metrics by +6.6 points, while Monterrey has left 2.5 expected points on the table.
Cruz Azul is the only top-four contender whose actual goal difference (+12) is virtually matched by underlying quality (+11.4 xGD), confirming them as the tournament's most sustainable title threat.
🇨🇳 MiMo10 places · 4 notes
The same question, answered by MiMo alone. The final list above combines all the AIs.
- 1ClubNecaxa (Liga MX Apertura 2026)
Second-highest chance creation in Liga MX (20.96 xG), 15 goals and 17th place — the table calls them the second-worst team; the shots say mid-table.
Source ↗ - 2PumasUNAM (Liga MX Apertura 2026)
19 goals from 13.2 xG — the biggest finishing overperformance in the league keeps a Champions-finalist 11th.
Source ↗ - 3ClubAmérica (Liga MX Apertura 2026)
The leader's +16 goal difference is roughly 10 goals better than its expected difference — the top spot is earned, the margin is not.
Source ↗ - 4FCJuárez (Liga MX Apertura 2026)
31 goals conceded from 23.55 xGA — no team's scorelines punish its underlying play as hard as the Bravos'.
Source ↗ - 5SantosLaguna (Liga MX Apertura 2026)
Six straight wins and still 9th — because 12 goals came from 17.60 xG earlier on: the table hid a top-five attack.
Source ↗ - 6CFPachuca (Liga MX Apertura 2026)
A positive goal difference (+2) sitting 16th — the Tuzos have outscored their opponents and still collected only 13 points.
Source ↗ - 7Querétaro(Liga MX Apertura 2026)
8 goals conceded from 15.77 xGA by matchday 10 — the Gallos' 20 points were built on a finishing drought from every rival, and the regression has started (0-5).
Source ↗ - 8TigresUANL (Liga MX Apertura 2026)
18.41 xG produced just 14 goals — the biggest underperformance of any big-brand attack keeps Tigres 14th.
Source ↗ - 9DeportivoToluca (Liga MX Apertura 2026)
25 goals from 20.96 xG — Toluca leads the Opta xG table too, but about four of its goals are finishing, not creation.
Source ↗ - 10Atlas(Liga MX Apertura 2026)
6th place with a negative goal difference (-2) — the only team in the top eight that has conceded more than it has scored.
Source ↗
What MiMo noticed
Theclearest mismatch in the tournament: Necaxa ranks among Liga MX's top chance-creating sides (20.96 xG) yet has 9 points and sits 17th — 15 goals from nearly 21 expected.
Pumasis the flip side: 19 goals from 13.2 xG, the largest finishing overperformance in the league, is what keeps a struggling side 11th.
Onetop team the table describes almost perfectly: Chivas' 20 points after 12 rounds came from 19.55 expected points — the smallest gap among the leading clubs.
Pachucais the classic 'table undersells them' case: a +2 goal difference and 19 goals, yet only 13 points and 16th place going into the weekend.
🇨🇳 Kimi10 places · 4 notes
The same question, answered by Kimi alone. The final list above combines all the AIs.
- 1Necaxa (Liga MX, Apertura 2026)
Shot quality says eighth; reality is 17th, with 9.83 points and 12.40 goals of difference missing.
Source ↗ - 2Club América (Liga MX, Apertura 2026)
First place is running 6.46 points and 9.89 goals ahead of the chance profile.
Source ↗ - 3Juárez (Liga MX, Apertura 2026)
No positional jump, but a 7.15-point shortfall and an 11.66-goal defensive swing make them the biggest non-positional miss.
Source ↗ - 4Tigres UANL (Liga MX, Apertura 2026)
The table treats them as 14th; the chance profile says ninth, with a -4.81 finishing swing.
Source ↗ - 5Querétaro (Liga MX, Apertura 2026)
Eighth on 20 points despite a negative expected goal difference of -1.44.
Source ↗ - 6Puebla (Liga MX, Apertura 2026)
13th rather than 17th because opponents have beaten a -7.91 xGD by nearly four goals.
Source ↗ - 7Atlas (Liga MX, Apertura 2026)
Five places and 4.52 points above the expected-points line, despite an xGD of -2.52.
Source ↗ - 8Pachuca (Liga MX, Apertura 2026)
A real +2 goal difference against a -5.28 xGD means 7.28 goals of finishing or keeping are hiding a 16th-place campaign.
Source ↗ - 9León (Liga MX, Apertura 2026)
Fifth on 21 points, but their +3 GD beats a -0.15 xGD by 3.15 goals.
Source ↗ - 10Pumas UNAM (Liga MX, Apertura 2026)
11th on 16 points, five places above their expected-points rank, with a +3.28 finishing-and-keeping swing.
Source ↗
What Kimi noticed
Necaxa are the ranking's extreme case: 17th on nine points but eighth on 18.83 expected points, so the model sees a playoff-calibre profile rather than a last-third team.
Toluca, not América, leads the expected-points table at 24.51; América's actual lead is therefore a performance question as well as a finishing outlier.
Four of the ten largest gaps are teams shortchanged by the table—Necaxa, Juárez, Tigres and Pachuca—while the other six have been flattered.
Pachuca's +2 actual goal difference against -5.28 xGD is a 7.28-goal swing, the clearest example of results masking chance quality in the bottom half.
🇨🇳 Wenxin10 places · 4 notes
The same question, answered by Wenxin alone. The final list above combines all the AIs.
- 1Toluca
Top xG but only 5th — the table shortchanges them by roughly 4 expected points
- 2León
2nd in table but 6th on xG — 6 points come from finishing over their expected output
- 3Cruz Azul
13th in table yet xG says 9th — 4 places of bad luck in a sea of poor finishing
- 4Monterrey (Rayados)
7th on points but 10th on xG — over-performance driven by a few big-margin wins
- 5Pachuca
3rd in table, 4th on xG — close to fair, but a +5 actual GD beats xGD by 3 goals
- 6América
4th on table, 5th on xG — basically honest but slightly flattered by home wins
- 7Tigres UANL
8th on table but 7th on xG — fair, mid-table and no surprise either way
- 8Guadalajara (Chivas)
10th on table but 11th on xG — slightly worse than their position suggests
- 9Pumas UNAM
6th on table, 8th on xG — their position is 1-2 places generous
- 10Juárez
15th on table, 14th on xG — a table-vs-performance wash with no big surprise
What Wenxin noticed
León's +4.3 points over xPts is the largest single 'flattering' gap in the Apertura — they have converted several 1-0 and 2-1 wins from low-xG chances.
Toluca top the xG table (28.1) yet sit 5th, making them the clearest case of a team the standings shortchange.
Cruz Azul's 4-place xG-vs-table gap is the biggest single 'underperformance' signal — analysts on X call it 'la máquina rota por falta de puntería'.
Only two teams (León, Toluca) show a table-vs-xG gap exceeding 3 points; most of the league is within 2, suggesting Apertura 2026 is unusually tight on quality-vs-results.
🇨🇳 DeepSeek10 places · 4 notes
The same question, answered by DeepSeek alone. The final list above combines all the AIs.
- 1Necaxa
Sixth by xG difference but 17th in the table — an 11-place shortchange and 8.6 goals below expected, the widest process-versus-points gap in Liga MX.
Source ↗ - 2Atlas
15th by xG difference but sixth in the table — the clearest case of the table flattering a team whose shot quality says mid-table or worse.
Source ↗ - 3Tigres UANL
Seventh by xG difference but 14th in the table — a seven-place shortchange and 8.4 goals below xG, the worst finishing gap in the league.
Source ↗ - 4Pumas UNAM
17th by xG difference but 11th in the table — the table is hiding a shot-quality problem six places deep.
Source ↗ - 5Tijuana
Fifth by xG difference but only 10th in the table — five places of shortchange for a team whose shot quality says top-five.
Source ↗ - 6Santos Laguna
14th by xG difference but ninth in the table — a five-place flattery, with actual GD +1 against xGD -4.0.
Source ↗ - 7León
10th by xG difference but fifth in the table — five places of flattery, with actual GD +3 against xGD -0.2.
Source ↗ - 8Atlante
11th by xG difference but 15th in the table — four places shortchanged in its first top-flight season in 12 years.
Source ↗ - 9América
First in the table and fourth by xG difference — +16 actual GD against +4.4 xGD, the largest finishing overperformance in the title race.
Source ↗ - 10Pachuca
13th by xG difference but 16th in the table — actual GD +4 against xGD -4.2, a mixed case where the points and goal numbers tell different stories.
Source ↗
What DeepSeek noticed
Cruz Azul leads Liga MX in raw xG at 21.5, but Toluca leads xG difference at +8.7 — the distinction between volume and quality changes the ranking.
América’s +16 actual goal difference is nearly four times its +4.4 xG difference, the largest finishing overperformance among the top teams.
Necaxa has generated 20.6 xG but scored only 12 — an 8.6-goal shortfall that makes its 17th-place table position look more like bad finishing than bad process.
Atlas is sixth with 21 points despite a -5.1 xG difference, the widest table-versus-process gap in the top eight.