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

The leader changed in twelve of fifty categories since September 2026

Between the September 2026 Edition and the October 2026 Edition the leader changed in twelve of fifty categories, four of them by more than the noise floor of 13 points. Fourteen of 498 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 twelve of fifty categories, four of them by more than the noise floor of 13 points. Fourteen of 498 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.
50Categories compared
498Products changed
14Moved past the floor
12Leader changes
6Verdict changes

Leader changes · 12, of which 4 cleared the floor

PlanSource→ADP Workforce Now21%
New leader · moved

16 points clear of PlanSource's current 5%.

Names swapped within the floor · 8, read as unsettled

Verdict changes

Biggest changes in first-choice share

−3135% → 4%
MovedCleared the floor by 18 points · rank 1 → 9 of 111
+2112% → 33%
MovedCleared the floor by 8 points · rank 3 → 1 of 84
+1926% → 45%
MovedCleared the floor by 6 points · rank 1 of 93, unchanged
+192% → 21%
MovedCleared the floor by 6 points · rank 6 → 1 of 62
−1868% → 50%
MovedCleared the floor by 5 points · rank 1 of 115, unchanged
−1823% → 5%
MovedCleared the floor by 5 points · rank 1 → 6 of 62
+1832% → 50%
MovedCleared the floor by 5 points · rank 1 of 90, unchanged
−1728% → 11%
MovedCleared the floor by 4 points · rank 1 → 5 of 84
−1719% → 2%
MovedCleared the floor by 4 points · rank 1 → 10 of 84
−1616% → 0%
MovedCleared the floor by 3 points · rank 1 → 19 of 83
−1622% → 6%
MovedCleared the floor by 3 points · rank 2 → 4 of 117
−1517% → 2%
MovedCleared the floor by 2 points · rank 3 → 8 of 55
+142% → 16%
MovedCleared the floor by 1 point · rank 8 → 1 of 111
+130% → 13%
MovedCleared the floor by 0 points · rank 13 → 2 of 53
−1343% → 30%
Within noiseInside the floor by 0 points · rank 1 of 70, unchanged
−1313% → 0%
Within noiseInside the floor by 0 points · rank 3 → 12 of 53
−1317% → 4%
Within noiseInside the floor by 0 points · rank 2 → 7 of 90
+137% → 20%
Within noiseInside the floor by 0 points · rank 5 → 2 of 62
−1315% → 2%
Within noiseInside the floor by 0 points · rank 4 → 8 of 57
−1212% → 0%
Within noiseInside the floor by 1 point · rank 3 → 56 of 80
+124% → 17%
Within noiseInside the floor by 1 point · rank 7 → 2 of 55
−1217% → 5%
Within noiseInside the floor by 1 point · rank 2 → 5 of 93
−1216% → 4%
Within noiseInside the floor by 1 point · rank 2 → 7 of 94
−1228% → 16%
Within noiseInside the floor by 1 point · rank 1 of 67, unchanged
+1210% → 22%
Within noiseInside the floor by 1 point · rank 2 → 1 of 124
+126% → 18%
Within noiseInside the floor by 1 point · rank 6 → 1 of 71
−1111% → 0%
Within noiseInside the floor by 2 points · rank 4 → 20 of 101
+1117% → 28%
Within noiseInside the floor by 2 points · rank 1 of 80, unchanged
+110% → 11%
Within noiseInside the floor by 2 points · rank 16 → 3 of 69
−1122% → 11%
Within noiseInside the floor by 2 points · rank 2 → 3 of 89
−1015% → 5%
Within noiseInside the floor by 3 points · rank 2 → 9 of 71
−1021% → 10%
Within noiseInside the floor by 3 points · rank 2 → 3 of 67
−1024% → 14%
Within noiseInside the floor by 3 points · rank 2 of 99, unchanged
−1037% → 27%
Within noiseInside the floor by 3 points · rank 1 of 74, unchanged
−1014% → 4%
Within noiseInside the floor by 3 points · rank 3 → 10 of 94
+102% → 12%
Within noiseInside the floor by 3 points · rank 13 → 2 of 111
−1012% → 2%
Within noiseInside the floor by 3 points · rank 4 → 13 of 89
+1011% → 21%
Within noiseInside the floor by 3 points · rank 4 → 2 of 53
−1028% → 18%
Within noiseInside the floor by 3 points · rank 2 of 90, unchanged
−1020% → 11%
Within noiseInside the floor by 3 points · rank 1 → 3 of 108
+1015% → 25%
Within noiseInside the floor by 3 points · rank 2 → 1 of 84
+102% → 12%
Within noiseInside the floor by 3 points · rank 13 → 2 of 94
−1012% → 2%
Within noiseInside the floor by 3 points · rank 3 → 10 of 74
−1018% → 9%
Within noiseInside the floor by 3 points · rank 2 → 3 of 55
−1021% → 11%
Within noiseInside the floor by 3 points · rank 2 → 3 of 103
+98% → 17%
Within noiseInside the floor by 4 points · rank 5 → 3 of 101
−930% → 21%
Within noiseInside the floor by 4 points · rank 1 of 106, unchanged
−919% → 10%
Within noiseInside the floor by 4 points · rank 1 → 3 of 117
−920% → 12%
Within noiseInside the floor by 4 points · rank 2 → 4 of 62
−915% → 7%
Within noiseInside the floor by 4 points · rank 1 → 10 of 77
−99% → 0%
Within noiseInside the floor by 4 points · rank 4 → 93 of 93
−99% → 0%
Within noiseInside the floor by 4 points · rank 3 → 13 of 76
+92% → 11%
Within noiseInside the floor by 4 points · rank 8 → 4 of 89
−911% → 2%
Within noiseInside the floor by 4 points · rank 4 → 8 of 84
+92% → 10%
Within noiseInside the floor by 4 points · rank 9 → 3 of 117
+926% → 34%
Within noiseInside the floor by 4 points · rank 1 of 99, unchanged
−829% → 20%
Within noiseInside the floor by 5 points · rank 1 → 2 of 80
+82% → 10%
Within noiseInside the floor by 5 points · rank 7 → 3 of 74
+815% → 23%
Within noiseInside the floor by 5 points · rank 1 of 101, unchanged
−88% → 0%
Within noiseInside the floor by 5 points · rank 4 → 20 of 91
+80% → 8%
Within noiseInside the floor by 5 points · rank 15 → 7 of 67
−88% → 0%
Within noiseInside the floor by 5 points · rank 6 → 28 of 91
−88% → 0%
Within noiseInside the floor by 5 points · rank 3 → 18 of 91
−856% → 48%
Within noiseInside the floor by 5 points · rank 1 of 100, unchanged
−815% → 7%
Within noiseInside the floor by 5 points · rank 2 → 5 of 99
+813% → 21%
Within noiseInside the floor by 5 points · rank 2 of 101, unchanged
−810% → 2%
Within noiseInside the floor by 5 points · rank 4 → 16 of 94
+831% → 39%
Within noiseInside the floor by 5 points · rank 1 of 93, unchanged
+80% → 8%
Within noiseInside the floor by 5 points · rank 19 → 4 of 138
+815% → 23%
Within noiseInside the floor by 5 points · rank 3 → 2 of 99
−810% → 2%
Within noiseInside the floor by 5 points · rank 3 → 10 of 69
−812% → 4%
Within noiseInside the floor by 5 points · rank 3 → 6 of 53
+86% → 13%
Within noiseInside the floor by 5 points · rank 9 → 1 of 77
+816% → 24%
Within noiseInside the floor by 5 points · rank 1 of 94, unchanged
−747% → 39%
Within noiseInside the floor by 6 points · rank 1 of 54, unchanged
−77% → 0%
Within noiseInside the floor by 6 points · rank 6 → 24 of 87
−717% → 10%
Within noiseInside the floor by 6 points · rank 2 of 87, unchanged
−77% → 0%
Within noiseInside the floor by 6 points · rank 5 → 20 of 84
+717% → 24%
Within noiseInside the floor by 6 points · rank 2 of 84, unchanged
+72% → 10%
Within noiseInside the floor by 6 points · rank 9 → 3 of 84
−79% → 2%
Within noiseInside the floor by 6 points · rank 3 → 6 of 100
+710% → 17%
Within noiseInside the floor by 6 points · rank 2 of 115, unchanged
+72% → 9%
Within noiseInside the floor by 6 points · rank 12 → 3 of 124
−712% → 5%
Within noiseInside the floor by 6 points · rank 3 → 4 of 44
+72% → 9%
Within noiseInside the floor by 6 points · rank 10 → 3 of 90
−723% → 17%
Within noiseInside the floor by 6 points · rank 2 → 3 of 55
+70% → 7%
Within noiseInside the floor by 6 points · rank 18 → 8 of 77
+79% → 16%
Within noiseInside the floor by 6 points · rank 5 → 2 of 73
+77% → 14%
Within noiseInside the floor by 6 points · rank 5 → 3 of 87
−77% → 0%
Within noiseInside the floor by 6 points · rank 5 → 26 of 91
+70% → 7%
Within noiseInside the floor by 6 points · rank 27 → 6 of 67
+714% → 20%
Within noiseInside the floor by 6 points · rank 2 of 100, unchanged
−720% → 14%
Within noiseInside the floor by 6 points · rank 3 of 62, unchanged
+66% → 12%
Within noiseInside the floor by 7 points · rank 6 → 3 of 106
+64% → 10%
Within noiseInside the floor by 7 points · rank 8 → 2 of 131
+62% → 8%
Within noiseInside the floor by 7 points · rank 9 → 6 of 106
+62% → 9%
Within noiseInside the floor by 7 points · rank 11 → 5 of 67
+60% → 6%
Within noiseInside the floor by 7 points · rank 14 → 5 of 74
+62% → 8%
Within noiseInside the floor by 7 points · rank 15 → 4 of 131
−615% → 9%
Within noiseInside the floor by 7 points · rank 2 → 4 of 73
+60% → 6%
Within noiseInside the floor by 7 points · rank 19 → 5 of 91
+60% → 6%
Within noiseInside the floor by 7 points · rank 21 → 5 of 80
+610% → 16%
Within noiseInside the floor by 7 points · rank 4 → 2 of 67
−613% → 7%
Within noiseInside the floor by 7 points · rank 3 → 5 of 73
−618% → 12%
Within noiseInside the floor by 7 points · rank 2 of 54, unchanged
+64% → 10%
Within noiseInside the floor by 7 points · rank 6 → 3 of 138
−655% → 49%
Within noiseInside the floor by 7 points · rank 1 of 63, unchanged
−611% → 5%
Within noiseInside the floor by 7 points · rank 4 → 7 of 73
+69% → 15%
Within noiseInside the floor by 7 points · rank 3 → 2 of 108
−640% → 35%
Within noiseInside the floor by 7 points · rank 1 of 53, unchanged
−68% → 2%
Within noiseInside the floor by 7 points · rank 3 → 11 of 87
−614% → 9%
Within noiseInside the floor by 7 points · rank 2 → 4 of 67
+67% → 12%
Within noiseInside the floor by 7 points · rank 4 of 80, unchanged
−610% → 4%
Within noiseInside the floor by 7 points · rank 3 → 6 of 93
−612% → 6%
Within noiseInside the floor by 7 points · rank 3 → 4 of 70
−619% → 14%
Within noiseInside the floor by 7 points · rank 1 → 2 of 71
—5% → not named
Not namedNot named this edition · was rank 5 of 170
+54% → 10%
Within noiseInside the floor by 8 points · rank 6 → 4 of 54
+58% → 13%
Within noiseInside the floor by 8 points · rank 5 → 2 of 90
+522% → 27%
Within noiseInside the floor by 8 points · rank 1 of 53, unchanged
−515% → 10%
Within noiseInside the floor by 8 points · rank 2 → 3 of 131
−540% → 35%
Within noiseInside the floor by 8 points · rank 1 of 69, unchanged
+522% → 28%
Within noiseInside the floor by 8 points · rank 1 of 57, unchanged
+50% → 5%
Within noiseInside the floor by 8 points · rank 43 → 5 of 44
+530% → 35%
Within noiseInside the floor by 8 points · rank 1 of 80, unchanged
+55% → 10%
Within noiseInside the floor by 8 points · rank 7 → 4 of 67
+55% → 10%
Within noiseInside the floor by 8 points · rank 6 of 67, unchanged
−517% → 12%
Within noiseInside the floor by 8 points · rank 2 of 93, unchanged
−512% → 7%
Within noiseInside the floor by 8 points · rank 3 → 6 of 90
−512% → 7%
Within noiseInside the floor by 8 points · rank 4 → 5 of 90
−55% → 0%
Within noiseInside the floor by 8 points · rank 5 → 16 of 69
−57% → 2%
Within noiseInside the floor by 8 points · rank 4 → 7 of 87
−529% → 24%
Within noiseInside the floor by 8 points · rank 1 of 62, unchanged
−57% → 2%
Within noiseInside the floor by 8 points · rank 5 → 13 of 67
+516% → 21%
Within noiseInside the floor by 8 points · rank 1 of 91, unchanged
+59% → 14%
Within noiseInside the floor by 8 points · rank 5 → 3 of 84
+512% → 17%
Within noiseInside the floor by 8 points · rank 2 of 69, unchanged
+50% → 5%
Within noiseInside the floor by 8 points · rank 39 → 7 of 63
−512% → 7%
Within noiseInside the floor by 8 points · rank 3 → 9 of 77
−57% → 2%
Within noiseInside the floor by 8 points · rank 4 → 11 of 99
+514% → 19%
Within noiseInside the floor by 8 points · rank 2 of 70, unchanged
+56% → 11%
Within noiseInside the floor by 8 points · rank 4 → 2 of 124
+57% → 11%
Within noiseInside the floor by 8 points · rank 6 → 4 of 84
−57% → 2%
Within noiseInside the floor by 8 points · rank 4 → 13 of 76
+52% → 7%
Within noiseInside the floor by 8 points · rank 10 → 5 of 84
+55% → 10%
Within noiseInside the floor by 8 points · rank 6 → 4 of 84
+529% → 33%
Within noiseInside the floor by 8 points · rank 1 of 44, unchanged
−528% → 23%
Within noiseInside the floor by 8 points · rank 1 of 55, unchanged
−513% → 9%
Within noiseInside the floor by 8 points · rank 3 → 4 of 101
−510% → 5%
Within noiseInside the floor by 8 points · rank 3 → 6 of 63
+58% → 13%
Within noiseInside the floor by 8 points · rank 5 → 3 of 91
−511% → 7%
Within noiseInside the floor by 8 points · rank 3 → 6 of 62
−57% → 3%
Within noiseInside the floor by 8 points · rank 6 → 9 of 44
−57% → 3%
Within noiseInside the floor by 8 points · rank 4 → 6 of 44
+50% → 5%
Within noiseInside the floor by 8 points · rank 12 → 4 of 100
−47% → 2%
Within noiseInside the floor by 9 points · rank 6 → 9 of 76
−44% → 0%
Within noiseInside the floor by 9 points · rank 8 → 13 of 62
−44% → 0%
Within noiseInside the floor by 9 points · rank 7 → 17 of 62
−49% → 4%
Within noiseInside the floor by 9 points · rank 4 → 8 of 117
+45% → 9%
Within noiseInside the floor by 9 points · rank 8 → 5 of 87
+46% → 10%
Within noiseInside the floor by 9 points · rank 5 → 4 of 106
−44% → 0%
Within noiseInside the floor by 9 points · rank 7 → 14 of 76
−44% → 0%
Within noiseInside the floor by 9 points · rank 7 → 13 of 84
−44% → 0%
Within noiseInside the floor by 9 points · rank 7 → 27 of 111
+40% → 4%
Within noiseInside the floor by 9 points · rank 17 → 8 of 90
+40% → 4%
Within noiseInside the floor by 9 points · rank 15 → 6 of 69
−44% → 0%
Within noiseInside the floor by 9 points · rank 8 → 80 of 93
+45% → 9%
Within noiseInside the floor by 9 points · rank 5 → 4 of 99
−46% → 2%
Within noiseInside the floor by 9 points · rank 3 → 13 of 131
+40% → 4%
Within noiseInside the floor by 9 points · rank 22 → 8 of 108
+40% → 4%
Within noiseInside the floor by 9 points · rank 24 → 9 of 91
+40% → 4%
Within noiseInside the floor by 9 points · rank 12 → 7 of 57
−422% → 18%
Within noiseInside the floor by 9 points · rank 1 of 89, unchanged
+40% → 4%
Within noiseInside the floor by 9 points · rank 13 → 7 of 74
+49% → 13%
Within noiseInside the floor by 9 points · rank 4 of 62, unchanged
+44% → 8%
Within noiseInside the floor by 9 points · rank 6 → 3 of 87
−46% → 2%
Within noiseInside the floor by 9 points · rank 7 → 10 of 71
+411% → 15%
Within noiseInside the floor by 9 points · rank 2 → 3 of 62
+46% → 10%
Within noiseInside the floor by 9 points · rank 7 → 3 of 83
+40% → 4%
Within noiseInside the floor by 9 points · rank 18 → 7 of 91
+40% → 4%
Within noiseInside the floor by 9 points · rank 160 → 10 of 117
+40% → 4%
Within noiseInside the floor by 9 points · rank 21 → 10 of 83
+40% → 4%
Within noiseInside the floor by 9 points · rank 16 → 7 of 93
+40% → 4%
Within noiseInside the floor by 9 points · rank 15 → 8 of 76
+45% → 9%
Within noiseInside the floor by 9 points · rank 6 → 5 of 89
+45% → 9%
Within noiseInside the floor by 9 points · rank 7 of 89, unchanged
+40% → 4%
Within noiseInside the floor by 9 points · rank 21 → 7 of 87
+40% → 4%
Within noiseInside the floor by 9 points · rank 43 → 6 of 131
+40% → 4%
Within noiseInside the floor by 9 points · rank 20 → 6 of 87
−412% → 8%
Within noiseInside the floor by 9 points · rank 3 → 5 of 138
−46% → 2%
Within noiseInside the floor by 9 points · rank 5 → 17 of 138
+42% → 6%
Within noiseInside the floor by 9 points · rank 9 → 6 of 138
+422% → 26%
Within noiseInside the floor by 9 points · rank 1 of 76, unchanged
+45% → 9%
Within noiseInside the floor by 9 points · rank 6 → 4 of 108
+43% → 7%
Within noiseInside the floor by 9 points · rank 10 → 6 of 103
+42% → 6%
Within noiseInside the floor by 9 points · rank 12 → 8 of 111
+42% → 6%
Within noiseInside the floor by 9 points · rank 8 → 5 of 76
+42% → 6%
Within noiseInside the floor by 9 points · rank 9 → 7 of 111
+42% → 6%
Within noiseInside the floor by 9 points · rank 10 → 6 of 76
−46% → 2%
Within noiseInside the floor by 9 points · rank 7 → 8 of 80
+40% → 4%
Within noiseInside the floor by 9 points · rank 23 → 9 of 94
+40% → 4%
Within noiseInside the floor by 9 points · rank 28 → 8 of 94
+40% → 4%
Within noiseInside the floor by 9 points · rank 38 → 12 of 94
+417% → 21%
Within noiseInside the floor by 9 points · rank 3 → 2 of 80
+42% → 6%
Within noiseInside the floor by 9 points · rank 9 → 5 of 57
+42% → 6%
Within noiseInside the floor by 9 points · rank 12 → 4 of 94
−44% → 0%
Within noiseInside the floor by 9 points · rank 5 → 21 of 87
+49% → 12%
Within noiseInside the floor by 9 points · rank 3 → 2 of 93
+49% → 12%
Within noiseInside the floor by 9 points · rank 6 → 3 of 53
−44% → 0%
Within noiseInside the floor by 9 points · rank 6 → 18 of 101
+413% → 17%
Within noiseInside the floor by 9 points · rank 3 → 2 of 117
−44% → 0%
Within noiseInside the floor by 9 points · rank 6 → 32 of 117
−411% → 7%
Within noiseInside the floor by 9 points · rank 4 of 80, unchanged
+422% → 26%
Within noiseInside the floor by 9 points · rank 2 → 1 of 87
−417% → 13%
Within noiseInside the floor by 9 points · rank 1 of 67, unchanged
−412% → 9%
Within noiseInside the floor by 9 points · rank 1 → 4 of 124
−48% → 4%
Within noiseInside the floor by 9 points · rank 5 → 8 of 93
−46% → 2%
Within noiseInside the floor by 9 points · rank 6 → 9 of 90
−46% → 2%
Within noiseInside the floor by 9 points · rank 8 → 13 of 77
+411% → 15%
Within noiseInside the floor by 9 points · rank 3 → 2 of 55
−415% → 11%
Within noiseInside the floor by 9 points · rank 3 → 4 of 71
−415% → 11%
Within noiseInside the floor by 9 points · rank 3 → 2 of 89
+427% → 30%
Within noiseInside the floor by 9 points · rank 1 of 90, unchanged
−416% → 12%
Within noiseInside the floor by 9 points · rank 2 of 106, unchanged
−318% → 14%
Within noiseInside the floor by 10 points · rank 3 of 80, unchanged
−36% → 2%
Within noiseInside the floor by 10 points · rank 5 → 10 of 117
−326% → 23%
Within noiseInside the floor by 10 points · rank 1 of 99, unchanged
−314% → 11%
Within noiseInside the floor by 10 points · rank 3 → 2 of 67
+34% → 7%
Within noiseInside the floor by 10 points · rank 8 → 6 of 73
+348% → 51%
Within noiseInside the floor by 10 points · rank 1 of 55, unchanged
−318% → 15%
Within noiseInside the floor by 10 points · rank 2 → 1 of 108
−312% → 9%
Within noiseInside the floor by 10 points · rank 4 of 80, unchanged
+38% → 11%
Within noiseInside the floor by 10 points · rank 6 → 3 of 73
+34% → 8%
Within noiseInside the floor by 10 points · rank 5 → 3 of 93
+37% → 10%
Within noiseInside the floor by 10 points · rank 5 → 3 of 54
+36% → 9%
Within noiseInside the floor by 10 points · rank 7 → 5 of 77
+37% → 10%
Within noiseInside the floor by 10 points · rank 5 → 3 of 44
+31% → 4%
Within noiseInside the floor by 10 points · rank 20 → 8 of 131
−35% → 2%
Within noiseInside the floor by 10 points · rank 5 → 10 of 76
+317% → 20%
Within noiseInside the floor by 10 points · rank 2 of 76, unchanged
−326% → 23%
Within noiseInside the floor by 10 points · rank 1 of 117, unchanged
−39% → 6%
Within noiseInside the floor by 10 points · rank 3 → 6 of 54
−315% → 12%
Within noiseInside the floor by 10 points · rank 3 → 4 of 87
−310% → 7%
Within noiseInside the floor by 10 points · rank 4 → 7 of 67
+315% → 18%
Within noiseInside the floor by 10 points · rank 3 → 2 of 84
−35% → 2%
Within noiseInside the floor by 10 points · rank 5 → 7 of 103
−35% → 2%
Within noiseInside the floor by 10 points · rank 6 → 9 of 57
−35% → 2%
Within noiseInside the floor by 10 points · rank 7 → 10 of 57
−319% → 16%
Within noiseInside the floor by 10 points · rank 2 → 3 of 80
+39% → 11%
Within noiseInside the floor by 10 points · rank 4 → 3 of 99
−35% → 2%
Within noiseInside the floor by 10 points · rank 6 → 12 of 69
+312% → 15%
Within noiseInside the floor by 10 points · rank 2 of 74, unchanged
−312% → 9%
Within noiseInside the floor by 10 points · rank 3 of 99, unchanged
+34% → 7%
Within noiseInside the floor by 10 points · rank 9 → 5 of 80
−33% → 0%
Within noiseInside the floor by 10 points · rank 13 → 33 of 131
−33% → 0%
Within noiseInside the floor by 10 points · rank 12 → 60 of 131
+34% → 7%
Within noiseInside the floor by 10 points · rank 7 → 4 of 90
+312% → 15%
Within noiseInside the floor by 10 points · rank 2 of 91, unchanged
−313% → 10%
Within noiseInside the floor by 10 points · rank 2 → 4 of 53
−313% → 10%
Within noiseInside the floor by 10 points · rank 3 → 5 of 67
+37% → 10%
Within noiseInside the floor by 10 points · rank 4 → 2 of 63
−35% → 2%
Within noiseInside the floor by 10 points · rank 6 → 12 of 67
−37% → 4%
Within noiseInside the floor by 10 points · rank 5 → 7 of 80
+30% → 3%
Within noiseInside the floor by 10 points · rank 12 → 7 of 44
+30% → 3%
Within noiseInside the floor by 10 points · rank 13 → 8 of 44
−33% → 0%
Within noiseInside the floor by 10 points · rank 9 → 20 of 103
−33% → 0%
Within noiseInside the floor by 10 points · rank 8 → 21 of 103
−37% → 4%
Within noiseInside the floor by 10 points · rank 5 → 6 of 108
+34% → 7%
Within noiseInside the floor by 10 points · rank 10 → 5 of 71
+32% → 5%
Within noiseInside the floor by 10 points · rank 6 → 5 of 80
−35% → 2%
Within noiseInside the floor by 10 points · rank 6 → 17 of 131
−22% → 0%
Within noiseInside the floor by 11 points · rank 9 → 15 of 69
−22% → 0%
Within noiseInside the floor by 11 points · rank 6 → 12 of 90
+20% → 2%
Within noiseInside the floor by 11 points · rank 124 → 13 of 93
−22% → 0%
Within noiseInside the floor by 11 points · rank 13 → 69 of 69
−25% → 2%
Within noiseInside the floor by 11 points · rank 7 → 9 of 99
−27% → 4%
Within noiseInside the floor by 11 points · rank 5 → 7 of 76
−27% → 4%
Within noiseInside the floor by 11 points · rank 4 → 10 of 111
−27% → 4%
Within noiseInside the floor by 11 points · rank 6 of 91, unchanged
−22% → 0%
Within noiseInside the floor by 11 points · rank 11 → 17 of 115
−22% → 0%
Within noiseInside the floor by 11 points · rank 6 → 20 of 115
−22% → 0%
Within noiseInside the floor by 11 points · rank 3 → 13 of 115
−22% → 0%
Within noiseInside the floor by 11 points · rank 9 → 13 of 87
−22% → 0%
Within noiseInside the floor by 11 points · rank 5 → 18 of 115
+20% → 2%
Within noiseInside the floor by 11 points · rank 10 → 9 of 63
−25% → 2%
Within noiseInside the floor by 11 points · rank 5 → 7 of 55
+20% → 2%
Within noiseInside the floor by 11 points · rank 18 → 9 of 115
−22% → 0%
Within noiseInside the floor by 11 points · rank 11 → 44 of 44
+20% → 2%
Within noiseInside the floor by 11 points · rank 83 → 12 of 84
+20% → 2%
Within noiseInside the floor by 11 points · rank 12 → 7 of 115
+20% → 2%
Within noiseInside the floor by 11 points · rank 71 → 11 of 84
−22% → 0%
Within noiseInside the floor by 11 points · rank 9 → 21 of 99
+20% → 2%
Within noiseInside the floor by 11 points · rank 20 → 6 of 84
−22% → 0%
Within noiseInside the floor by 11 points · rank 12 → 19 of 67
−22% → 0%
Within noiseInside the floor by 11 points · rank 8 → 13 of 84
+22% → 5%
Within noiseInside the floor by 11 points · rank 11 → 7 of 62
+20% → 2%
Within noiseInside the floor by 11 points · rank 18 → 11 of 80
+20% → 2%
Within noiseInside the floor by 11 points · rank 14 → 10 of 62
+20% → 2%
Within noiseInside the floor by 11 points · rank 75 → 15 of 80
+20% → 2%
Within noiseInside the floor by 11 points · rank 19 → 9 of 80
+20% → 2%
Within noiseInside the floor by 11 points · rank 13 → 8 of 62
−22% → 0%
Within noiseInside the floor by 11 points · rank 10 → 97 of 100
−22% → 0%
Within noiseInside the floor by 11 points · rank 7 → 20 of 100
+20% → 2%
Within noiseInside the floor by 11 points · rank 15 → 7 of 80
+20% → 2%
Within noiseInside the floor by 11 points · rank 15 → 12 of 62
−22% → 0%
Within noiseInside the floor by 11 points · rank 9 → 16 of 100
+22% → 4%
Within noiseInside the floor by 11 points · rank 16 → 9 of 117
−26% → 4%
Within noiseInside the floor by 11 points · rank 4 → 7 of 131
+24% → 6%
Within noiseInside the floor by 11 points · rank 8 → 4 of 93
+24% → 6%
Within noiseInside the floor by 11 points · rank 7 → 5 of 93
−22% → 0%
Within noiseInside the floor by 11 points · rank 8 → 31 of 62
+20% → 2%
Within noiseInside the floor by 11 points · rank 14 → 11 of 84
+20% → 2%
Within noiseInside the floor by 11 points · rank 28 → 13 of 100
−22% → 0%
Within noiseInside the floor by 11 points · rank 7 → 13 of 55
−22% → 0%
Within noiseInside the floor by 11 points · rank 9 → 20 of 108
−24% → 2%
Within noiseInside the floor by 11 points · rank 9 → 7 of 62
−215% → 13%
Within noiseInside the floor by 11 points · rank 3 of 57, unchanged
+26% → 8%
Within noiseInside the floor by 11 points · rank 4 of 87, unchanged
+20% → 2%
Within noiseInside the floor by 11 points · rank 25 → 10 of 124
−22% → 0%
Within noiseInside the floor by 11 points · rank 13 → 15 of 62
−25% → 2%
Within noiseInside the floor by 11 points · rank 5 → 11 of 62
+22% → 5%
Within noiseInside the floor by 11 points · rank 5 → 3 of 100
+22% → 4%
Within noiseInside the floor by 11 points · rank 10 → 7 of 91
+22% → 4%
Within noiseInside the floor by 11 points · rank 8 → 6 of 91
−24% → 2%
Within noiseInside the floor by 11 points · rank 8 → 22 of 117
+22% → 4%
Within noiseInside the floor by 11 points · rank 11 → 8 of 91
−210% → 7%
Within noiseInside the floor by 11 points · rank 2 → 3 of 63
+22% → 4%
Within noiseInside the floor by 11 points · rank 14 → 10 of 131
−227% → 24%
Within noiseInside the floor by 11 points · rank 2 → 1 of 80
+20% → 2%
Within noiseInside the floor by 11 points · rank 17 → 9 of 69
−22% → 0%
Within noiseInside the floor by 11 points · rank 9 → 15 of 76
−22% → 0%
Within noiseInside the floor by 11 points · rank 7 → 29 of 91
−22% → 0%
Within noiseInside the floor by 11 points · rank 10 → 44 of 53
−22% → 0%
Within noiseInside the floor by 11 points · rank 9 → 28 of 84
+20% → 2%
Within noiseInside the floor by 11 points · rank 76 → 17 of 90
+20% → 2%
Within noiseInside the floor by 11 points · rank 68 → 9 of 103
+20% → 2%
Within noiseInside the floor by 11 points · rank 20 → 15 of 90
+20% → 2%
Within noiseInside the floor by 11 points · rank 21 → 18 of 67
−24% → 2%
Within noiseInside the floor by 11 points · rank 8 → 11 of 55
−22% → 0%
Within noiseInside the floor by 11 points · rank 12 → 61 of 71
+20% → 2%
Within noiseInside the floor by 11 points · rank 25 → 10 of 91
+20% → 2%
Within noiseInside the floor by 11 points · rank 12 → 9 of 70
+20% → 2%
Within noiseInside the floor by 11 points · rank 42 → 11 of 70
−26% → 4%
Within noiseInside the floor by 11 points · rank 7 → 9 of 73
−22% → 0%
Within noiseInside the floor by 11 points · rank 11 → 19 of 124
+20% → 2%
Within noiseInside the floor by 11 points · rank 85 → 11 of 117
+20% → 2%
Within noiseInside the floor by 11 points · rank 15 → 9 of 55
+20% → 2%
Within noiseInside the floor by 11 points · rank 17 → 10 of 106
−26% → 4%
Within noiseInside the floor by 11 points · rank 5 → 11 of 94
−210% → 8%
Within noiseInside the floor by 11 points · rank 4 of 83, unchanged
+24% → 6%
Within noiseInside the floor by 11 points · rank 9 → 7 of 83
+20% → 2%
Within noiseInside the floor by 11 points · rank 36 → 11 of 91
+20% → 2%
Within noiseInside the floor by 11 points · rank 12 → 8 of 80
+20% → 2%
Within noiseInside the floor by 11 points · rank 30 → 11 of 117
+20% → 2%
Within noiseInside the floor by 11 points · rank 20 → 14 of 83
+22% → 4%
Within noiseInside the floor by 11 points · rank 11 of 83, unchanged
+20% → 2%
Within noiseInside the floor by 11 points · rank 17 → 12 of 83
−216% → 14%
Within noiseInside the floor by 11 points · rank 2 → 1 of 83
+210% → 12%
Within noiseInside the floor by 11 points · rank 3 → 2 of 83
−24% → 2%
Within noiseInside the floor by 11 points · rank 7 → 14 of 94
+27% → 9%
Within noiseInside the floor by 11 points · rank 6 → 5 of 62
+226% → 28%
Within noiseInside the floor by 11 points · rank 2 of 44, unchanged
+215% → 17%
Within noiseInside the floor by 11 points · rank 3 → 2 of 103
+20% → 2%
Within noiseInside the floor by 11 points · rank 19 → 14 of 76
+20% → 2%
Within noiseInside the floor by 11 points · rank 34 → 15 of 131
−22% → 0%
Within noiseInside the floor by 11 points · rank 14 → 92 of 94
+20% → 2%
Within noiseInside the floor by 11 points · rank 33 → 12 of 131
+20% → 2%
Within noiseInside the floor by 11 points · rank 27 → 20 of 87
+20% → 2%
Within noiseInside the floor by 11 points · rank 21 → 11 of 76
+24% → 6%
Within noiseInside the floor by 11 points · rank 7 of 138, unchanged
−224% → 22%
Within noiseInside the floor by 11 points · rank 1 of 138, unchanged
+24% → 6%
Within noiseInside the floor by 11 points · rank 6 of 55, unchanged
+22% → 4%
Within noiseInside the floor by 11 points · rank 10 → 9 of 108
+22% → 4%
Within noiseInside the floor by 11 points · rank 10 → 9 of 67
−22% → 0%
Within noiseInside the floor by 11 points · rank 8 → 16 of 74
+20% → 2%
Within noiseInside the floor by 11 points · rank 36 → 15 of 94
−22% → 0%
Within noiseInside the floor by 11 points · rank 9 → 19 of 74
+22% → 4%
Within noiseInside the floor by 11 points · rank 9 → 7 of 117
+26% → 8%
Within noiseInside the floor by 11 points · rank 5 of 55, unchanged
−24% → 2%
Within noiseInside the floor by 11 points · rank 9 of 124, unchanged
−26% → 4%
Within noiseInside the floor by 11 points · rank 6 → 5 of 53
−22% → 0%
Within noiseInside the floor by 11 points · rank 12 → 19 of 77
+210% → 12%
Within noiseInside the floor by 11 points · rank 4 of 53, unchanged
−22% → 0%
Within noiseInside the floor by 11 points · rank 12 → 18 of 90
+20% → 2%
Within noiseInside the floor by 11 points · rank 45 → 14 of 53
−22% → 0%
Within noiseInside the floor by 11 points · rank 10 → 25 of 87
−22% → 0%
Within noiseInside the floor by 11 points · rank 10 → 17 of 101
−22% → 0%
Within noiseInside the floor by 11 points · rank 12 → 20 of 73
+24% → 6%
Within noiseInside the floor by 11 points · rank 6 of 94, unchanged
+24% → 6%
Within noiseInside the floor by 11 points · rank 9 → 3 of 94
+22% → 4%
Within noiseInside the floor by 11 points · rank 6 of 70, unchanged
+22% → 4%
Within noiseInside the floor by 11 points · rank 10 → 8 of 69
+22% → 4%
Within noiseInside the floor by 11 points · rank 7 of 69, unchanged
−24% → 2%
Within noiseInside the floor by 11 points · rank 8 → 10 of 87
−24% → 2%
Within noiseInside the floor by 11 points · rank 7 → 18 of 87
−24% → 2%
Within noiseInside the floor by 11 points · rank 8 → 10 of 80
+25% → 6%
Within noiseInside the floor by 11 points · rank 4 of 55, unchanged
−26% → 5%
Within noiseInside the floor by 11 points · rank 8 → 7 of 71
−26% → 5%
Within noiseInside the floor by 11 points · rank 5 → 6 of 71
−26% → 4%
Within noiseInside the floor by 11 points · rank 5 → 8 of 124
+20% → 2%
Within noiseInside the floor by 11 points · rank 67 → 18 of 73
+26% → 8%
Within noiseInside the floor by 11 points · rank 6 → 4 of 117
+24% → 6%
Within noiseInside the floor by 11 points · rank 6 of 111, unchanged
+22% → 4%
Within noiseInside the floor by 11 points · rank 8 → 6 of 57
−26% → 4%
Within noiseInside the floor by 11 points · rank 6 → 8 of 74
+22% → 4%
Within noiseInside the floor by 11 points · rank 8 of 54, unchanged
+215% → 16%
Within noiseInside the floor by 11 points · rank 2 of 80, unchanged
+29% → 10%
Within noiseInside the floor by 11 points · rank 3 → 2 of 117
−24% → 2%
Within noiseInside the floor by 11 points · rank 9 → 12 of 90
−24% → 2%
Within noiseInside the floor by 11 points · rank 8 → 16 of 90
−210% → 8%
Within noiseInside the floor by 11 points · rank 3 → 5 of 106
+27% → 8%
Within noiseInside the floor by 11 points · rank 4 → 3 of 76
+27% → 8%
Within noiseInside the floor by 11 points · rank 5 of 111, unchanged
−24% → 2%
Within noiseInside the floor by 11 points · rank 10 → 11 of 77
−24% → 2%
Within noiseInside the floor by 11 points · rank 9 → 16 of 131
−24% → 2%
Within noiseInside the floor by 11 points · rank 10 → 14 of 131
−26% → 5%
Within noiseInside the floor by 11 points · rank 6 → 7 of 80
+27% → 9%
Within noiseInside the floor by 11 points · rank 5 → 6 of 89
−28% → 6%
Within noiseInside the floor by 11 points · rank 4 → 3 of 93
+241% → 43%
Within noiseInside the floor by 11 points · rank 1 of 76, unchanged
−210% → 9%
Within noiseInside the floor by 11 points · rank 3 → 5 of 124
+111% → 12%
Within noiseInside the floor by 12 points · rank 4 → 2 of 91
+111% → 12%
Within noiseInside the floor by 12 points · rank 2 → 3 of 111
+18% → 9%
Within noiseInside the floor by 12 points · rank 3 of 90, unchanged
+122% → 23%
Within noiseInside the floor by 12 points · rank 1 → 2 of 87
+13% → 4%
Within noiseInside the floor by 12 points · rank 11 → 5 of 131
+18% → 9%
Within noiseInside the floor by 12 points · rank 6 → 4 of 77
+17% → 8%
Within noiseInside the floor by 12 points · rank 4 → 5 of 54
−17% → 6%
Within noiseInside the floor by 12 points · rank 4 → 5 of 117
+11% → 2%
Within noiseInside the floor by 12 points · rank 18 → 11 of 131
+18% → 9%
Within noiseInside the floor by 12 points · rank 5 → 4 of 57
−18% → 7%
Within noiseInside the floor by 12 points · rank 4 of 69, unchanged
+18% → 9%
Within noiseInside the floor by 12 points · rank 5 → 3 of 80
−121% → 20%
Within noiseInside the floor by 12 points · rank 1 of 103, unchanged
+122% → 23%
Within noiseInside the floor by 12 points · rank 2 of 57, unchanged
−11% → 0%
Within noiseInside the floor by 12 points · rank 19 → 29 of 131
−11% → 0%
Within noiseInside the floor by 12 points · rank 21 → 27 of 131
−11% → 0%
Within noiseInside the floor by 12 points · rank 22 → 26 of 131
+112% → 13%
Within noiseInside the floor by 12 points · rank 4 → 3 of 70
−113% → 12%
Within noiseInside the floor by 12 points · rank 3 of 91, unchanged
−113% → 12%
Within noiseInside the floor by 12 points · rank 2 → 4 of 91
−131% → 30%
Within noiseInside the floor by 12 points · rank 1 of 87, unchanged
−17% → 6%
Within noiseInside the floor by 12 points · rank 5 of 70, unchanged
+115% → 16%
Within noiseInside the floor by 12 points · rank 3 of 76, unchanged
−110% → 9%
Within noiseInside the floor by 12 points · rank 4 → 7 of 77
−110% → 9%
Within noiseInside the floor by 12 points · rank 5 → 6 of 77
+111% → 11%
Within noiseInside the floor by 12 points · rank 4 → 3 of 71
−117% → 16%
Within noiseInside the floor by 12 points · rank 2 → 1 of 117
+121% → 21%
Within noiseInside the floor by 12 points · rank 1 of 73, unchanged
+110% → 10%
Within noiseInside the floor by 12 points · rank 5 → 4 of 74
−19% → 8%
Within noiseInside the floor by 12 points · rank 3 → 4 of 111
−14% → 4%
Within noiseInside the floor by 12 points · rank 7 of 54, unchanged
−15% → 4%
Within noiseInside the floor by 12 points · rank 7 → 9 of 131
±04% → 4%
Within noiseInside the floor by 13 points · rank 7 → 5 of 101
±06% → 7%
Within noiseInside the floor by 13 points · rank 5 → 4 of 99
±07% → 6%
Within noiseInside the floor by 13 points · rank 4 → 5 of 108
±012% → 11%
Within noiseInside the floor by 13 points · rank 2 of 77, unchanged
±018% → 19%
Within noiseInside the floor by 13 points · rank 4 → 2 of 62
±06% → 7%
Within noiseInside the floor by 13 points · rank 6 of 124, unchanged
±02% → 2%
Within noiseInside the floor by 13 points · rank 10 → 13 of 57
±09% → 8%
Within noiseInside the floor by 13 points · rank 5 of 53, unchanged
±09% → 8%
Within noiseInside the floor by 13 points · rank 5 of 117, unchanged
±02% → 2%
Within noiseInside the floor by 13 points · rank 9 → 12 of 93
±02% → 2%
Within noiseInside the floor by 13 points · rank 8 → 11 of 69
±028% → 29%
Within noiseInside the floor by 13 points · rank 1 of 91, unchanged
±02% → 2%
Within noiseInside the floor by 13 points · rank 11 → 8 of 76
±02% → 2%
Within noiseInside the floor by 13 points · rank 12 → 9 of 76
±05% → 4%
Within noiseInside the floor by 13 points · rank 7 of 108, unchanged
±04% → 5%
Within noiseInside the floor by 13 points · rank 9 → 8 of 71
±04% → 5%
Within noiseInside the floor by 13 points · rank 7 → 6 of 99
±02% → 2%
Within noiseInside the floor by 13 points · rank 16 → 14 of 80
±05% → 5%
Within noiseInside the floor by 13 points · rank 7 → 6 of 87
±011% → 10%
Within noiseInside the floor by 13 points · rank 4 of 55, unchanged
±02% → 2%
Within noiseInside the floor by 13 points · rank 9 → 10 of 89
±02% → 2%
Within noiseInside the floor by 13 points · rank 10 → 11 of 89
±05% → 5%
Within noiseInside the floor by 13 points · rank 8 → 5 of 99
±05% → 5%
Within noiseInside the floor by 13 points · rank 6 → 8 of 99
±04% → 4%
Within noiseInside the floor by 13 points · rank 9 → 8 of 73
±02% → 2%
Within noiseInside the floor by 13 points · rank 7 → 8 of 80
±02% → 2%
Within noiseInside the floor by 13 points · rank 11 of 71, unchanged
±02% → 2%
Within noiseInside the floor by 13 points · rank 18 of 111, unchanged
±02% → 2%
Within noiseInside the floor by 13 points · rank 10 → 14 of 111
±02% → 2%
Within noiseInside the floor by 13 points · rank 11 of 111, unchanged
±02% → 2%
Within noiseInside the floor by 13 points · rank 9 → 11 of 93
±05% → 5%
Within noiseInside the floor by 13 points · rank 6 → 5 of 63
±02% → 2%
Within noiseInside the floor by 13 points · rank 11 → 10 of 73
±02% → 2%
Within noiseInside the floor by 13 points · rank 12 of 84, unchanged
±02% → 2%
Within noiseInside the floor by 13 points · rank 9 of 53, unchanged
±02% → 2%
Within noiseInside the floor by 13 points · rank 9 → 11 of 91
±02% → 2%
Within noiseInside the floor by 13 points · rank 8 → 9 of 106
±02% → 2%
Within noiseInside the floor by 13 points · rank 4 → 8 of 115
±02% → 2%
Within noiseInside the floor by 13 points · rank 8 of 63, unchanged
±02% → 2%
Within noiseInside the floor by 13 points · rank 6 → 7 of 100
±02% → 2%
Within noiseInside the floor by 13 points · rank 7 → 9 of 62
±02% → 2%
Within noiseInside the floor by 13 points · rank 15 → 10 of 62
±02% → 2%
Within noiseInside the floor by 13 points · rank 10 → 8 of 62
±02% → 2%
Within noiseInside the floor by 13 points · rank 11 → 9 of 62
±018% → 18%
Within noiseInside the floor by 13 points · rank 1 of 131, unchanged
0Floor 13 pts · measured

The floor is 13 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

HR AI Recommendation Index, October 2026 Edition: movement. hr-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.