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Index › Research › Movement · October 2026 Edition
Movement · October 2026 Edition

The leader changed in thirteen of forty-one categories since September 2026

Between the September 2026 Edition and the October 2026 Edition the leader changed in thirteen of forty-one categories, three of them by more than the noise floor of 10 points. Thirty of 391 changes in first-choice share clear the floor. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. A change smaller than the floor is reported as within noise: asked twice with nothing changed, the models move a leader's share by that much on their own, so a smaller change between editions cannot be told from the instrument.

Movement since September 2026

Between the September 2026 Edition and the October 2026 Edition the leader changed in thirteen of forty-one categories, three of them by more than the noise floor of 10 points. Thirty of 391 changes in first-choice share clear the floor. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison.
41Categories compared
391Products changed
30Moved past the floor
13Leader changes
4Verdict changes

Leader changes · 13, of which 3 cleared the floor

Wave→Zoho Invoice26%
New leader · moved

14 points clear of Wave's current 12%.

Names swapped within the floor · 10, read as unsettled

Verdict changes

Biggest changes in first-choice share

−2169% → 48%
MovedCleared the floor by 11 points · rank 1 of 61, unchanged
+2013% → 33%
MovedCleared the floor by 10 points · rank 2 → 1 of 96
+2018% → 38%
MovedCleared the floor by 10 points · rank 1 of 79, unchanged
−1919% → 0%
MovedCleared the floor by 9 points · rank 2 → 63 of 116
−1836% → 18%
MovedCleared the floor by 8 points · rank 1 → 2 of 94
−1525% → 10%
MovedCleared the floor by 5 points · rank 1 → 2 of 96
−1519% → 4%
MovedCleared the floor by 5 points · rank 3 → 7 of 50
−1433% → 18%
MovedCleared the floor by 4 points · rank 2 of 82, unchanged
+147% → 21%
MovedCleared the floor by 4 points · rank 4 → 2 of 89
+147% → 20%
MovedCleared the floor by 4 points · rank 3 → 2 of 85
−1326% → 12%
MovedCleared the floor by 3 points · rank 1 → 2 of 107
+130% → 13%
MovedCleared the floor by 3 points · rank 8 → 4 of 36
−1326% → 13%
MovedCleared the floor by 3 points · rank 2 → 3 of 89
+1310% → 22%
MovedCleared the floor by 3 points · rank 2 → 1 of 94
−1315% → 2%
MovedCleared the floor by 3 points · rank 3 → 5 of 63
−1215% → 2%
MovedCleared the floor by 2 points · rank 3 → 13 of 73
−1215% → 2%
MovedCleared the floor by 2 points · rank 2 → 18 of 73
−1244% → 32%
MovedCleared the floor by 2 points · rank 1 of 39, unchanged
−1240% → 28%
MovedCleared the floor by 2 points · rank 1 of 36, unchanged
+128% → 20%
MovedCleared the floor by 2 points · rank 4 → 2 of 39
+126% → 18%
MovedCleared the floor by 2 points · rank 6 → 1 of 75
+1214% → 26%
MovedCleared the floor by 2 points · rank 2 → 1 of 65
+126% → 18%
MovedCleared the floor by 2 points · rank 3 → 2 of 79
+112% → 14%
MovedCleared the floor by 1 point · rank 8 → 3 of 82
−1129% → 17%
MovedCleared the floor by 1 point · rank 2 of 36, unchanged
−1116% → 5%
MovedCleared the floor by 1 point · rank 3 → 7 of 79
−1120% → 9%
MovedCleared the floor by 1 point · rank 2 → 3 of 82
−1126% → 15%
MovedCleared the floor by 1 point · rank 2 → 3 of 46
−1018% → 8%
MovedCleared the floor by 0 points · rank 2 → 5 of 72
−1012% → 2%
MovedCleared the floor by 0 points · rank 2 → 15 of 102
+1018% → 28%
Within noiseInside the floor by 0 points · rank 1 of 116, unchanged
−1014% → 5%
Within noiseInside the floor by 0 points · rank 3 → 5 of 75
+94% → 14%
Within noiseInside the floor by 1 point · rank 9 → 3 of 120
+912% → 21%
Within noiseInside the floor by 1 point · rank 2 of 61, unchanged
−923% → 14%
Within noiseInside the floor by 1 point · rank 2 → 1 of 107
+927% → 36%
Within noiseInside the floor by 1 point · rank 1 of 102, unchanged
+910% → 19%
Within noiseInside the floor by 1 point · rank 3 → 1 of 97
+918% → 27%
Within noiseInside the floor by 1 point · rank 2 → 1 of 88
+95% → 13%
Within noiseInside the floor by 1 point · rank 3 of 61, unchanged
−916% → 7%
Within noiseInside the floor by 1 point · rank 2 → 3 of 79
−919% → 11%
Within noiseInside the floor by 1 point · rank 1 → 4 of 75
−811% → 2%
Within noiseInside the floor by 2 points · rank 3 → 9 of 46
−88% → 0%
Within noiseInside the floor by 2 points · rank 5 → 8 of 50
+810% → 19%
Within noiseInside the floor by 2 points · rank 4 → 1 of 73
−819% → 11%
Within noiseInside the floor by 2 points · rank 2 → 4 of 99
−810% → 2%
Within noiseInside the floor by 2 points · rank 3 → 18 of 96
+80% → 8%
Within noiseInside the floor by 2 points · rank 19 → 6 of 91
8%not ranked → 8%
NewNew · not ranked in September 2026 · rank 4 of 72
−810% → 2%
Within noiseInside the floor by 2 points · rank 3 → 11 of 96
−812% → 4%
Within noiseInside the floor by 2 points · rank 5 of 50, unchanged
+82% → 10%
Within noiseInside the floor by 2 points · rank 10 → 4 of 97
−729% → 21%
Within noiseInside the floor by 3 points · rank 1 of 91, unchanged
+70% → 7%
Within noiseInside the floor by 3 points · rank 22 → 5 of 79
+720% → 27%
Within noiseInside the floor by 3 points · rank 1 of 82, unchanged
−77% → 0%
Within noiseInside the floor by 3 points · rank 5 → 24 of 94
+70% → 7%
Within noiseInside the floor by 3 points · rank 14 → 4 of 75
+72% → 9%
Within noiseInside the floor by 3 points · rank 12 → 4 of 96
−719% → 12%
Within noiseInside the floor by 3 points · rank 1 → 4 of 65
+719% → 26%
Within noiseInside the floor by 3 points · rank 1 of 99, unchanged
+77% → 14%
Within noiseInside the floor by 3 points · rank 5 → 4 of 39
+74% → 11%
Within noiseInside the floor by 3 points · rank 6 → 3 of 46
−714% → 7%
Within noiseInside the floor by 3 points · rank 2 → 6 of 85
−77% → 0%
Within noiseInside the floor by 3 points · rank 5 → 21 of 85
−719% → 12%
Within noiseInside the floor by 3 points · rank 2 of 77, unchanged
+79% → 15%
Within noiseInside the floor by 3 points · rank 3 → 2 of 116
+70% → 7%
Within noiseInside the floor by 3 points · rank 21 → 3 of 88
+72% → 9%
Within noiseInside the floor by 3 points · rank 7 → 4 of 116
−79% → 3%
Within noiseInside the floor by 3 points · rank 3 → 9 of 72
−660% → 53%
Within noiseInside the floor by 4 points · rank 1 of 77, unchanged
+60% → 6%
Within noiseInside the floor by 4 points · rank 8 → 4 of 46
−69% → 2%
Within noiseInside the floor by 4 points · rank 4 → 7 of 46
−649% → 43%
Within noiseInside the floor by 4 points · rank 1 of 46, unchanged
+60% → 6%
Within noiseInside the floor by 4 points · rank 21 → 5 of 95
−66% → 0%
Within noiseInside the floor by 4 points · rank 7 → 19 of 73
+62% → 9%
Within noiseInside the floor by 4 points · rank 7 → 4 of 89
−616% → 10%
Within noiseInside the floor by 4 points · rank 1 → 2 of 79
−611% → 5%
Within noiseInside the floor by 4 points · rank 3 → 7 of 120
+62% → 8%
Within noiseInside the floor by 4 points · rank 18 → 5 of 107
−613% → 7%
Within noiseInside the floor by 4 points · rank 4 → 5 of 79
+66% → 12%
Within noiseInside the floor by 4 points · rank 5 → 2 of 75
−610% → 5%
Within noiseInside the floor by 4 points · rank 5 → 8 of 75
−613% → 7%
Within noiseInside the floor by 4 points · rank 2 → 6 of 75
+69% → 15%
Within noiseInside the floor by 4 points · rank 4 → 2 of 104
−68% → 2%
Within noiseInside the floor by 4 points · rank 6 → 12 of 96
+616% → 22%
Within noiseInside the floor by 4 points · rank 4 → 1 of 50
−610% → 4%
Within noiseInside the floor by 4 points · rank 4 → 6 of 96
−612% → 7%
Within noiseInside the floor by 4 points · rank 3 → 5 of 82
−610% → 5%
Within noiseInside the floor by 4 points · rank 2 → 7 of 96
−610% → 4%
Within noiseInside the floor by 4 points · rank 3 → 6 of 64
−614% → 9%
Within noiseInside the floor by 4 points · rank 2 → 3 of 77
−515% → 10%
Within noiseInside the floor by 5 points · rank 3 → 4 of 84
+515% → 20%
Within noiseInside the floor by 5 points · rank 3 → 2 of 50
+512% → 17%
Within noiseInside the floor by 5 points · rank 3 → 2 of 91
+55% → 10%
Within noiseInside the floor by 5 points · rank 9 → 1 of 79
+517% → 22%
Within noiseInside the floor by 5 points · rank 2 of 46, unchanged
−517% → 12%
Within noiseInside the floor by 5 points · rank 1 → 2 of 84
+52% → 7%
Within noiseInside the floor by 5 points · rank 15 → 7 of 79
+57% → 12%
Within noiseInside the floor by 5 points · rank 6 → 4 of 50
−517% → 12%
Within noiseInside the floor by 5 points · rank 2 → 3 of 79
+54% → 9%
Within noiseInside the floor by 5 points · rank 7 → 2 of 96
−57% → 2%
Within noiseInside the floor by 5 points · rank 3 → 10 of 94
+50% → 5%
Within noiseInside the floor by 5 points · rank 31 → 10 of 84
+55% → 10%
Within noiseInside the floor by 5 points · rank 6 → 4 of 91
+59% → 14%
Within noiseInside the floor by 5 points · rank 3 of 57, unchanged
+50% → 5%
Within noiseInside the floor by 5 points · rank 24 → 8 of 97
−59% → 4%
Within noiseInside the floor by 5 points · rank 3 → 5 of 116
+512% → 16%
Within noiseInside the floor by 5 points · rank 5 → 2 of 65
−514% → 9%
Within noiseInside the floor by 5 points · rank 4 → 6 of 65
+55% → 9%
Within noiseInside the floor by 5 points · rank 6 → 5 of 65
−57% → 2%
Within noiseInside the floor by 5 points · rank 6 → 8 of 116
−57% → 2%
Within noiseInside the floor by 5 points · rank 7 of 116, unchanged
+55% → 9%
Within noiseInside the floor by 5 points · rank 7 → 4 of 85
−55% → 0%
Within noiseInside the floor by 5 points · rank 6 → 20 of 95
−55% → 0%
Within noiseInside the floor by 5 points · rank 8 → 21 of 79
+50% → 5%
Within noiseInside the floor by 5 points · rank 14 → 7 of 82
−55% → 0%
Within noiseInside the floor by 5 points · rank 8 → 47 of 85
+50% → 5%
Within noiseInside the floor by 5 points · rank 19 → 7 of 85
−527% → 23%
Within noiseInside the floor by 5 points · rank 1 of 85, unchanged
+52% → 7%
Within noiseInside the floor by 5 points · rank 10 → 5 of 46
+512% → 17%
Within noiseInside the floor by 5 points · rank 3 → 2 of 102
+46% → 11%
Within noiseInside the floor by 6 points · rank 5 → 3 of 116
−418% → 13%
Within noiseInside the floor by 6 points · rank 1 → 2 of 88
+40% → 4%
Within noiseInside the floor by 6 points · rank 13 → 6 of 46
−44% → 0%
Within noiseInside the floor by 6 points · rank 5 → 20 of 88
−44% → 0%
Within noiseInside the floor by 6 points · rank 7 → 15 of 104
−44% → 0%
Within noiseInside the floor by 6 points · rank 6 → 21 of 88
+42% → 7%
Within noiseInside the floor by 6 points · rank 10 → 4 of 88
+440% → 44%
Within noiseInside the floor by 6 points · rank 1 of 50, unchanged
−47% → 2%
Within noiseInside the floor by 6 points · rank 6 → 12 of 79
+40% → 4%
Within noiseInside the floor by 6 points · rank 21 → 4 of 116
+40% → 4%
Within noiseInside the floor by 6 points · rank 7 → 6 of 36
+45% → 10%
Within noiseInside the floor by 6 points · rank 6 → 2 of 79
−44% → 0%
Within noiseInside the floor by 6 points · rank 8 → 26 of 74
−44% → 0%
Within noiseInside the floor by 6 points · rank 7 → 19 of 74
+40% → 4%
Within noiseInside the floor by 6 points · rank 19 → 6 of 102
+40% → 4%
Within noiseInside the floor by 6 points · rank 25 → 5 of 102
+40% → 4%
Within noiseInside the floor by 6 points · rank 10 → 5 of 46
+42% → 6%
Within noiseInside the floor by 6 points · rank 14 → 6 of 73
+42% → 6%
Within noiseInside the floor by 6 points · rank 15 → 5 of 73
+410% → 15%
Within noiseInside the floor by 6 points · rank 5 → 3 of 73
−46% → 2%
Within noiseInside the floor by 6 points · rank 5 → 9 of 102
+45% → 9%
Within noiseInside the floor by 6 points · rank 7 → 2 of 82
−44% → 0%
Within noiseInside the floor by 6 points · rank 8 → 24 of 96
+40% → 4%
Within noiseInside the floor by 6 points · rank 22 → 7 of 107
−49% → 4%
Within noiseInside the floor by 6 points · rank 4 → 7 of 46
−411% → 7%
Within noiseInside the floor by 6 points · rank 2 → 4 of 79
−44% → 0%
Within noiseInside the floor by 6 points · rank 8 → 46 of 97
+40% → 4%
Within noiseInside the floor by 6 points · rank 15 → 5 of 96
+45% → 9%
Within noiseInside the floor by 6 points · rank 5 of 99, unchanged
+411% → 15%
Within noiseInside the floor by 6 points · rank 2 of 116, unchanged
+435% → 39%
Within noiseInside the floor by 6 points · rank 1 of 82, unchanged
+40% → 4%
Within noiseInside the floor by 6 points · rank 17 → 7 of 91
−419% → 15%
Within noiseInside the floor by 6 points · rank 3 of 36, unchanged
−46% → 2%
Within noiseInside the floor by 6 points · rank 6 → 13 of 64
+415% → 19%
Within noiseInside the floor by 6 points · rank 2 → 1 of 74
−419% → 15%
Within noiseInside the floor by 6 points · rank 3 → 2 of 99
−46% → 2%
Within noiseInside the floor by 6 points · rank 5 → 9 of 97
−46% → 2%
Within noiseInside the floor by 6 points · rank 7 → 10 of 97
+419% → 23%
Within noiseInside the floor by 6 points · rank 2 of 63, unchanged
−416% → 13%
Within noiseInside the floor by 6 points · rank 4 → 3 of 99
+40% → 4%
Within noiseInside the floor by 6 points · rank 21 → 9 of 75
+312% → 15%
Within noiseInside the floor by 7 points · rank 2 → 3 of 91
+37% → 10%
Within noiseInside the floor by 7 points · rank 4 → 2 of 72
+37% → 10%
Within noiseInside the floor by 7 points · rank 7 → 3 of 72
−312% → 9%
Within noiseInside the floor by 7 points · rank 3 → 4 of 75
−312% → 9%
Within noiseInside the floor by 7 points · rank 4 of 82, unchanged
−312% → 9%
Within noiseInside the floor by 7 points · rank 2 → 3 of 75
+319% → 22%
Within noiseInside the floor by 7 points · rank 2 of 50, unchanged
−336% → 33%
Within noiseInside the floor by 7 points · rank 1 of 64, unchanged
−33% → 0%
Within noiseInside the floor by 7 points · rank 7 → 11 of 39
+32% → 6%
Within noiseInside the floor by 7 points · rank 7 → 4 of 61
−317% → 14%
Within noiseInside the floor by 7 points · rank 1 of 120, unchanged
+311% → 14%
Within noiseInside the floor by 7 points · rank 5 → 3 of 63
+34% → 7%
Within noiseInside the floor by 7 points · rank 7 → 6 of 84
−38% → 5%
Within noiseInside the floor by 7 points · rank 5 → 6 of 82
+36% → 9%
Within noiseInside the floor by 7 points · rank 5 → 4 of 74
+310% → 13%
Within noiseInside the floor by 7 points · rank 3 → 2 of 77
−35% → 2%
Within noiseInside the floor by 7 points · rank 5 → 9 of 91
−312% → 9%
Within noiseInside the floor by 7 points · rank 3 → 5 of 39
−317% → 15%
Within noiseInside the floor by 7 points · rank 2 → 1 of 84
+34% → 7%
Within noiseInside the floor by 7 points · rank 6 → 5 of 96
+34% → 7%
Within noiseInside the floor by 7 points · rank 9 → 5 of 74
−35% → 2%
Within noiseInside the floor by 7 points · rank 5 → 13 of 77
−345% → 42%
Within noiseInside the floor by 7 points · rank 1 of 79, unchanged
+32% → 5%
Within noiseInside the floor by 7 points · rank 16 → 8 of 104
+34% → 7%
Within noiseInside the floor by 7 points · rank 8 → 7 of 75
+30% → 3%
Within noiseInside the floor by 7 points · rank 16 → 11 of 72
+30% → 3%
Within noiseInside the floor by 7 points · rank 26 → 14 of 72
+30% → 3%
Within noiseInside the floor by 7 points · rank 15 → 8 of 72
+30% → 3%
Within noiseInside the floor by 7 points · rank 28 → 12 of 72
−35% → 2%
Within noiseInside the floor by 7 points · rank 6 of 89, unchanged
+32% → 5%
Within noiseInside the floor by 7 points · rank 13 → 8 of 96
−34% → 2%
Within noiseInside the floor by 7 points · rank 8 → 15 of 75
−34% → 2%
Within noiseInside the floor by 7 points · rank 6 → 13 of 75
−22% → 0%
Within noiseInside the floor by 8 points · rank 10 → 25 of 82
−22% → 0%
Within noiseInside the floor by 8 points · rank 13 → 24 of 82
−218% → 16%
Within noiseInside the floor by 8 points · rank 1 of 96, unchanged
+24% → 7%
Within noiseInside the floor by 8 points · rank 7 → 5 of 77
+20% → 2%
Within noiseInside the floor by 8 points · rank 28 → 11 of 84
+20% → 2%
Within noiseInside the floor by 8 points · rank 17 → 10 of 104
+20% → 2%
Within noiseInside the floor by 8 points · rank 25 → 13 of 104
+20% → 2%
Within noiseInside the floor by 8 points · rank 63 → 14 of 84
+20% → 2%
Within noiseInside the floor by 8 points · rank 17 → 12 of 84
−26% → 4%
Within noiseInside the floor by 8 points · rank 4 of 79, unchanged
−22% → 0%
Within noiseInside the floor by 8 points · rank 6 → 12 of 61
+20% → 2%
Within noiseInside the floor by 8 points · rank 13 → 7 of 75
−22% → 0%
Within noiseInside the floor by 8 points · rank 16 → 91 of 91
+20% → 2%
Within noiseInside the floor by 8 points · rank 27 → 14 of 79
−210% → 7%
Within noiseInside the floor by 8 points · rank 4 → 3 of 75
+20% → 2%
Within noiseInside the floor by 8 points · rank 15 → 13 of 75
−22% → 0%
Within noiseInside the floor by 8 points · rank 6 → 65 of 75
−217% → 14%
Within noiseInside the floor by 8 points · rank 2 of 75, unchanged
−22% → 0%
Within noiseInside the floor by 8 points · rank 7 → 75 of 75
−22% → 0%
Within noiseInside the floor by 8 points · rank 6 → 14 of 77
+245% → 48%
Within noiseInside the floor by 8 points · rank 1 of 75, unchanged
+22% → 4%
Within noiseInside the floor by 8 points · rank 9 → 7 of 64
+214% → 16%
Within noiseInside the floor by 8 points · rank 3 of 65, unchanged
−22% → 0%
Within noiseInside the floor by 8 points · rank 8 → 14 of 89
−22% → 0%
Within noiseInside the floor by 8 points · rank 9 → 20 of 99
+20% → 2%
Within noiseInside the floor by 8 points · rank 21 → 10 of 74
+22% → 4%
Within noiseInside the floor by 8 points · rank 10 → 8 of 77
−26% → 4%
Within noiseInside the floor by 8 points · rank 3 → 6 of 107
−212% → 10%
Within noiseInside the floor by 8 points · rank 4 → 5 of 91
+27% → 9%
Within noiseInside the floor by 8 points · rank 4 → 3 of 85
+20% → 2%
Within noiseInside the floor by 8 points · rank 38 → 10 of 39
−22% → 0%
Within noiseInside the floor by 8 points · rank 12 → 18 of 85
+20% → 2%
Within noiseInside the floor by 8 points · rank 27 → 11 of 75
+20% → 2%
Within noiseInside the floor by 8 points · rank 23 → 9 of 82
−22% → 0%
Within noiseInside the floor by 8 points · rank 10 → 24 of 72
−22% → 0%
Within noiseInside the floor by 8 points · rank 11 → 25 of 116
+20% → 2%
Within noiseInside the floor by 8 points · rank 19 → 9 of 63
+20% → 2%
Within noiseInside the floor by 8 points · rank 13 → 7 of 82
−25% → 2%
Within noiseInside the floor by 8 points · rank 6 → 9 of 85
+20% → 2%
Within noiseInside the floor by 8 points · rank 11 → 8 of 63
+20% → 2%
Within noiseInside the floor by 8 points · rank 16 → 10 of 63
+25% → 7%
Within noiseInside the floor by 8 points · rank 9 → 5 of 85
−24% → 2%
Within noiseInside the floor by 8 points · rank 5 → 8 of 79
−22% → 0%
Within noiseInside the floor by 8 points · rank 13 → 25 of 88
+20% → 2%
Within noiseInside the floor by 8 points · rank 62 → 11 of 88
−24% → 2%
Within noiseInside the floor by 8 points · rank 7 → 10 of 88
−24% → 2%
Within noiseInside the floor by 8 points · rank 8 → 16 of 88
−22% → 0%
Within noiseInside the floor by 8 points · rank 11 → 23 of 88
−22% → 0%
Within noiseInside the floor by 8 points · rank 9 → 19 of 88
−233% → 30%
Within noiseInside the floor by 8 points · rank 1 of 77, unchanged
+20% → 2%
Within noiseInside the floor by 8 points · rank 21 → 8 of 116
+20% → 2%
Within noiseInside the floor by 8 points · rank 22 → 10 of 77
2%not ranked → 2%
NewNew · not ranked in September 2026 · rank 12 of 116
+20% → 2%
Within noiseInside the floor by 8 points · rank 13 → 9 of 36
+20% → 2%
Within noiseInside the floor by 8 points · rank 16 → 9 of 77
−22% → 0%
Within noiseInside the floor by 8 points · rank 7 → 14 of 82
+20% → 2%
Within noiseInside the floor by 8 points · rank 28 → 9 of 116
+20% → 2%
Within noiseInside the floor by 8 points · rank 17 → 12 of 77
+20% → 2%
Within noiseInside the floor by 8 points · rank 20 → 7 of 116
+20% → 2%
Within noiseInside the floor by 8 points · rank 9 → 8 of 36
+23% → 5%
Within noiseInside the floor by 8 points · rank 7 → 8 of 79
+215% → 17%
Within noiseInside the floor by 8 points · rank 3 → 2 of 46
−22% → 0%
Within noiseInside the floor by 8 points · rank 6 → 11 of 63
+20% → 2%
Within noiseInside the floor by 8 points · rank 14 → 9 of 46
+20% → 2%
Within noiseInside the floor by 8 points · rank 16 → 12 of 99
−22% → 0%
Within noiseInside the floor by 8 points · rank 13 → 21 of 75
+20% → 2%
Within noiseInside the floor by 8 points · rank 19 → 7 of 99
+20% → 2%
Within noiseInside the floor by 8 points · rank 9 → 8 of 46
−22% → 0%
Within noiseInside the floor by 8 points · rank 6 → 24 of 116
−22% → 0%
Within noiseInside the floor by 8 points · rank 8 → 19 of 79
+20% → 2%
Within noiseInside the floor by 8 points · rank 22 → 12 of 102
−22% → 0%
Within noiseInside the floor by 8 points · rank 7 → 14 of 63
−214% → 12%
Within noiseInside the floor by 8 points · rank 2 → 3 of 97
+20% → 2%
Within noiseInside the floor by 8 points · rank 22 → 10 of 95
+22% → 4%
Within noiseInside the floor by 8 points · rank 10 → 7 of 73
−22% → 0%
Within noiseInside the floor by 8 points · rank 9 → 22 of 102
−24% → 2%
Within noiseInside the floor by 8 points · rank 8 → 10 of 73
+20% → 2%
Within noiseInside the floor by 8 points · rank 25 → 11 of 95
−22% → 0%
Within noiseInside the floor by 8 points · rank 12 → 20 of 73
+20% → 2%
Within noiseInside the floor by 8 points · rank 17 → 12 of 73
−22% → 0%
Within noiseInside the floor by 8 points · rank 13 → 61 of 73
−22% → 0%
Within noiseInside the floor by 8 points · rank 11 → 18 of 75
+22% → 4%
Within noiseInside the floor by 8 points · rank 11 → 9 of 73
+225% → 27%
Within noiseInside the floor by 8 points · rank 1 of 95, unchanged
−24% → 2%
Within noiseInside the floor by 8 points · rank 4 → 8 of 82
+22% → 4%
Within noiseInside the floor by 8 points · rank 16 → 5 of 94
−22% → 0%
Within noiseInside the floor by 8 points · rank 18 → 26 of 96
−22% → 0%
Within noiseInside the floor by 8 points · rank 15 → 60 of 96
+20% → 2%
Within noiseInside the floor by 8 points · rank 9 → 8 of 77
−22% → 0%
Within noiseInside the floor by 8 points · rank 9 → 16 of 77
+20% → 2%
Within noiseInside the floor by 8 points · rank 10 → 7 of 77
+20% → 2%
Within noiseInside the floor by 8 points · rank 63 → 10 of 77
−24% → 2%
Within noiseInside the floor by 8 points · rank 7 → 8 of 102
−24% → 2%
Within noiseInside the floor by 8 points · rank 7 → 8 of 46
−22% → 0%
Within noiseInside the floor by 8 points · rank 13 → 19 of 97
−22% → 0%
Within noiseInside the floor by 8 points · rank 12 → 24 of 97
+20% → 2%
Within noiseInside the floor by 8 points · rank 10 → 6 of 50
+20% → 2%
Within noiseInside the floor by 8 points · rank 9 → 5 of 50
+20% → 2%
Within noiseInside the floor by 8 points · rank 18 → 9 of 79
−27% → 5%
Within noiseInside the floor by 8 points · rank 3 → 6 of 82
+20% → 2%
Within noiseInside the floor by 8 points · rank 22 → 10 of 96
−28% → 6%
Within noiseInside the floor by 8 points · rank 4 → 3 of 102
−27% → 5%
Within noiseInside the floor by 8 points · rank 5 → 9 of 79
+20% → 2%
Within noiseInside the floor by 8 points · rank 9 → 7 of 61
−225% → 23%
Within noiseInside the floor by 8 points · rank 1 of 72, unchanged
−24% → 2%
Within noiseInside the floor by 8 points · rank 8 → 13 of 84
−24% → 2%
Within noiseInside the floor by 8 points · rank 6 → 11 of 77
−24% → 2%
Within noiseInside the floor by 8 points · rank 7 → 9 of 75
+22% → 4%
Within noiseInside the floor by 8 points · rank 7 of 95, unchanged
+22% → 4%
Within noiseInside the floor by 8 points · rank 13 → 7 of 79
−26% → 4%
Within noiseInside the floor by 8 points · rank 7 → 4 of 96
−29% → 7%
Within noiseInside the floor by 8 points · rank 5 → 4 of 46
−26% → 5%
Within noiseInside the floor by 8 points · rank 6 → 11 of 120
−24% → 2%
Within noiseInside the floor by 8 points · rank 8 → 11 of 64
−27% → 5%
Within noiseInside the floor by 8 points · rank 5 → 6 of 104
+26% → 8%
Within noiseInside the floor by 8 points · rank 4 → 3 of 107
−29% → 7%
Within noiseInside the floor by 8 points · rank 4 → 6 of 79
+20% → 2%
Within noiseInside the floor by 8 points · rank 19 → 14 of 75
−216% → 14%
Within noiseInside the floor by 8 points · rank 1 → 2 of 97
−27% → 5%
Within noiseInside the floor by 8 points · rank 6 → 7 of 72
−27% → 5%
Within noiseInside the floor by 8 points · rank 5 → 6 of 72
+28% → 10%
Within noiseInside the floor by 8 points · rank 4 of 50, unchanged
+211% → 12%
Within noiseInside the floor by 8 points · rank 3 → 1 of 75
+211% → 12%
Within noiseInside the floor by 8 points · rank 4 → 3 of 75
−228% → 26%
Within noiseInside the floor by 8 points · rank 1 of 116, unchanged
−29% → 7%
Within noiseInside the floor by 8 points · rank 3 → 4 of 104
+27% → 8%
Within noiseInside the floor by 8 points · rank 5 → 4 of 95
−210% → 9%
Within noiseInside the floor by 8 points · rank 4 of 77, unchanged
+14% → 6%
Within noiseInside the floor by 9 points · rank 4 of 57, unchanged
+119% → 20%
Within noiseInside the floor by 9 points · rank 1 → 3 of 50
+115% → 16%
Within noiseInside the floor by 9 points · rank 1 → 2 of 74
−19% → 7%
Within noiseInside the floor by 9 points · rank 4 → 7 of 84
−19% → 7%
Within noiseInside the floor by 9 points · rank 5 → 8 of 84
−110% → 9%
Within noiseInside the floor by 9 points · rank 4 → 5 of 75
−115% → 14%
Within noiseInside the floor by 9 points · rank 2 of 120, unchanged
−16% → 5%
Within noiseInside the floor by 9 points · rank 6 of 97, unchanged
−16% → 5%
Within noiseInside the floor by 9 points · rank 4 → 7 of 97
−113% → 12%
Within noiseInside the floor by 9 points · rank 3 of 74, unchanged
−114% → 12%
Within noiseInside the floor by 9 points · rank 2 of 95, unchanged
−112% → 11%
Within noiseInside the floor by 9 points · rank 2 → 3 of 64
−13% → 2%
Within noiseInside the floor by 9 points · rank 6 of 39, unchanged
+111% → 12%
Within noiseInside the floor by 9 points · rank 2 → 3 of 104
+14% → 5%
Within noiseInside the floor by 9 points · rank 11 → 8 of 75
−115% → 14%
Within noiseInside the floor by 9 points · rank 1 → 2 of 75
+18% → 9%
Within noiseInside the floor by 9 points · rank 4 → 3 of 96
−15% → 4%
Within noiseInside the floor by 9 points · rank 4 → 5 of 61
+110% → 11%
Within noiseInside the floor by 9 points · rank 4 → 2 of 64
−135% → 34%
Within noiseInside the floor by 9 points · rank 1 of 89, unchanged
−121% → 20%
Within noiseInside the floor by 9 points · rank 2 → 3 of 50
+17% → 7%
Within noiseInside the floor by 9 points · rank 6 → 5 of 84
−18% → 7%
Within noiseInside the floor by 9 points · rank 5 → 4 of 79
+111% → 11%
Within noiseInside the floor by 9 points · rank 4 of 63, unchanged
−134% → 33%
Within noiseInside the floor by 9 points · rank 1 of 46, unchanged
−15% → 4%
Within noiseInside the floor by 9 points · rank 3 → 4 of 77
−122% → 22%
Within noiseInside the floor by 9 points · rank 2 of 57, unchanged
−15% → 4%
Within noiseInside the floor by 9 points · rank 7 → 6 of 50
−17% → 7%
Within noiseInside the floor by 9 points · rank 4 → 5 of 36
−17% → 6%
Within noiseInside the floor by 9 points · rank 5 of 89, unchanged
+12% → 2%
Within noiseInside the floor by 9 points · rank 8 → 7 of 39
−14% → 4%
Within noiseInside the floor by 9 points · rank 5 of 57, unchanged
±02% → 2%
Within noiseInside the floor by 10 points · rank 8 of 91, unchanged
±02% → 2%
Within noiseInside the floor by 10 points · rank 5 → 6 of 61
±04% → 5%
Within noiseInside the floor by 10 points · rank 6 → 5 of 104
±04% → 5%
Within noiseInside the floor by 10 points · rank 9 → 7 of 104
±06% → 7%
Within noiseInside the floor by 10 points · rank 5 → 6 of 77
±02% → 2%
Within noiseInside the floor by 10 points · rank 11 of 97, unchanged
±029% → 29%
Within noiseInside the floor by 10 points · rank 1 of 104, unchanged
±038% → 39%
Within noiseInside the floor by 10 points · rank 1 of 63, unchanged
±07% → 7%
Within noiseInside the floor by 10 points · rank 5 → 3 of 116
±02% → 3%
Within noiseInside the floor by 10 points · rank 12 → 10 of 72
±02% → 3%
Within noiseInside the floor by 10 points · rank 11 → 13 of 72
±04% → 5%
Within noiseInside the floor by 10 points · rank 8 → 6 of 120
±04% → 5%
Within noiseInside the floor by 10 points · rank 7 → 5 of 120
±04% → 4%
Within noiseInside the floor by 10 points · rank 7 → 5 of 79
±02% → 2%
Within noiseInside the floor by 10 points · rank 14 → 11 of 96
±02% → 2%
Within noiseInside the floor by 10 points · rank 9 → 8 of 82
±02% → 2%
Within noiseInside the floor by 10 points · rank 8 → 11 of 82
±02% → 2%
Within noiseInside the floor by 10 points · rank 5 → 10 of 36
±02% → 2%
Within noiseInside the floor by 10 points · rank 12 → 16 of 74
±02% → 2%
Within noiseInside the floor by 10 points · rank 7 → 8 of 99
±02% → 2%
Within noiseInside the floor by 10 points · rank 11 → 9 of 74
±02% → 2%
Within noiseInside the floor by 10 points · rank 6 of 99, unchanged
±02% → 2%
Within noiseInside the floor by 10 points · rank 14 → 11 of 74
±02% → 2%
Within noiseInside the floor by 10 points · rank 20 → 18 of 95
±02% → 2%
Within noiseInside the floor by 10 points · rank 11 → 13 of 79
±08% → 8%
Within noiseInside the floor by 10 points · rank 5 → 3 of 96
±02% → 2%
Within noiseInside the floor by 10 points · rank 13 of 120, unchanged
±02% → 2%
Within noiseInside the floor by 10 points · rank 8 → 6 of 63
±051% → 51%
Within noiseInside the floor by 10 points · rank 1 of 57, unchanged
±02% → 2%
Within noiseInside the floor by 10 points · rank 10 → 11 of 79
±02% → 2%
Within noiseInside the floor by 10 points · rank 9 → 12 of 46
±04% → 4%
Within noiseInside the floor by 10 points · rank 6 → 4 of 102
±02% → 2%
Within noiseInside the floor by 10 points · rank 8 → 10 of 107
±014% → 14%
Within noiseInside the floor by 10 points · rank 2 → 3 of 39
±04% → 4%
Within noiseInside the floor by 10 points · rank 9 → 7 of 96
±02% → 2%
Within noiseInside the floor by 10 points · rank 10 → 11 of 102
±02% → 2%
Within noiseInside the floor by 10 points · rank 14 → 10 of 102
0Floor 10 pts · measured

The floor is 10 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured · Every change resolves to its category page and to the previous edition's record on the Data page.

Cite this

Finance AI Recommendation Index, October 2026 Edition: movement. finance-ai-index.com/research/movement/. Published under CC BY 4.0. Every figure on this page is computed from the published edition and changes with it; the edition and its date are the citation.

The output is the models' output. Nothing here says the models can be steered, and nothing here is a recommendation by the index.