Bitdefender GravityZone EDR→
Microsoft Defender for Endpoint34%New leader · moved
30 points clear of Bitdefender GravityZone EDR's current 4%.
Movement · October 2026 Edition
The leader changed in eighteen of sixty-seven categories since September 2026
Between the September 2026 Edition and the October 2026 Edition the leader changed in eighteen of sixty-seven categories, six of them by more than the noise floor of 11 points. Thirty-five of 556 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 eighteen of sixty-seven categories, six of them by more than the noise floor of 11 points. Thirty-five of 556 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.
67Categories compared
556Products changed
35Moved past the floor
18Leader changes
11Verdict changes
Leader changes · 18, of which 6 cleared the floor
Bitdefender GravityZone EDR→Microsoft Defender for Endpoint34%
Cato SASE Cloud→
Cato Networks35%New leader · moved
28 points clear of Cato SASE Cloud's current 7%.
Site24x7→
Datadog27%New leader · moved
18 points clear of Site24x7's current 9%.
Qdrant→pgvector36%New leader · moved
16 points clear of Qdrant's current 20%.
NordStellar→
Anomali ThreatStream11%New leader · moved
11 points clear of NordStellar's current 0%.
Airbyte→
Fivetran37%New leader · moved
11 points clear of Airbyte's current 26%.
Names swapped within the floor · 12, read as unsettled
- Feature flagsLaunchDarkly→Flagsmith 27%8 points apart, inside the floor
- Zero trust network accessCloudflare One→Twingate 40%7 points apart, inside the floor
- Observability platformsGrafana→New Relic 31%7 points apart, inside the floor
- IT asset managementSnipe-IT→Freshservice 31%7 points apart, inside the floor
- Endpoint protectionMicrosoft Defender for Cloud→Microsoft Defender for Endpoint 23%6 points apart, inside the floor
- Identity governanceLumos→Microsoft Entra ID Governance 19%6 points apart, inside the floor
- Container and Kubernetes securitySysdig Secure→Trivy 22%4 points apart, inside the floor
- ML platformsDatabricks Mosaic AI→Azure Machine Learning 18%4 points apart, inside the floor
- Secrets managementDoppler→HashiCorp Vault 33%4 points apart, inside the floor
- Business password managersBitwarden→1Password 45%2 points apart, inside the floor
- Data warehousesSnowflake→Google BigQuery 48%0 points apart, inside the floor
- Patch managementAction1→ManageEngine Patch Manager Plus 30%0 points apart, inside the floor
Verdict changes
- Cloud-native application protectionClear leader→Contested
Wiz leads at 35% - Cloud security posture managementClear leader→ContestedWiz leads at 38%
- Data loss preventionContested→Clear leader
Microsoft Purview DLP leads at 48% - Extended detection and responseClear leader→Contested
Microsoft Defender XDR leads at 39% - Managed Kubernetes platformsContested→Clear leader
Google Kubernetes Engine leads at 42% - Managed relational databasesContested→Clear leader
Amazon RDS leads at 42% - SIEM platformsClear leader→Contested
Microsoft Sentinel leads at 39% - SOAR platformsClear leader→Contested
Tines leads at 37% - Static application security testingClear leader→Contested
Semgrep leads at 30% - Vulnerability management platformsClear leader→Contested
Rapid7 InsightVM leads at 29% - Workforce identity and SSOContested→Clear leader
Microsoft Entra ID leads at 42%
Biggest changes in first-choice share
−2563% → 39%
MovedCleared the floor by 14 points · rank 1 of 53, unchanged
−2189% → 67%
MovedCleared the floor by 10 points · rank 1 of 80, unchanged
+207% → 27%
MovedCleared the floor by 9 points · rank 4 → 2 of 58
−1822% → 4%
MovedCleared the floor by 7 points · rank 2 → 7 of 61
+182% → 20%
MovedCleared the floor by 7 points · rank 7 → 2 of 53
−1747% → 30%
MovedCleared the floor by 6 points · rank 1 of 65, unchanged
−1645% → 29%
MovedCleared the floor by 5 points · rank 1 of 74, unchanged
−1520% → 4%
MovedCleared the floor by 4 points · rank 1 → 7 of 52
−1580% → 65%
MovedCleared the floor by 4 points · rank 1 of 44, unchanged
+1546% → 61%
MovedCleared the floor by 4 points · rank 1 of 51, unchanged
+1420% → 34%
MovedCleared the floor by 3 points · rank 2 → 1 of 52
−1315% → 2%
MovedCleared the floor by 2 points · rank 3 → 9 of 68
−1313% → 0%
MovedCleared the floor by 2 points · rank 1 → 37 of 111
−1212% → 0%
MovedCleared the floor by 1 point · rank 3 → 21 of 112
−1218% → 6%
MovedCleared the floor by 1 point · rank 2 → 7 of 68
+126% → 18%
MovedCleared the floor by 1 point · rank 6 → 2 of 46
−1146% → 35%
MovedCleared the floor by 0 points · rank 1 of 68, unchanged
−1111% → 0%
MovedCleared the floor by 0 points · rank 4 → 10 of 65
−1117% → 6%
MovedCleared the floor by 0 points · rank 3 of 94, unchanged
−1121% → 10%
Within noiseInside the floor by 0 points · rank 2 → 3 of 56
+119% → 20%
Within noiseInside the floor by 0 points · rank 3 → 2 of 74
+117% → 18%
Within noiseInside the floor by 0 points · rank 4 → 3 of 61
−1012% → 2%
Within noiseInside the floor by 1 point · rank 4 → 9 of 112
−1029% → 18%
Within noiseInside the floor by 1 point · rank 1 → 2 of 68
+102% → 12%
Within noiseInside the floor by 1 point · rank 10 → 4 of 61
+100% → 10%
Within noiseInside the floor by 1 point · rank 15 → 3 of 57
+92% → 11%
Within noiseInside the floor by 2 points · rank 13 → 3 of 71
−922% → 12%
Within noiseInside the floor by 2 points · rank 2 → 4 of 46
−993% → 84%
Within noiseInside the floor by 2 points · rank 1 of 52, unchanged
+92% → 11%
Within noiseInside the floor by 2 points · rank 12 → 1 of 111
−942% → 33%
Within noiseInside the floor by 2 points · rank 1 → 2 of 64
+939% → 48%
Within noiseInside the floor by 2 points · rank 1 of 80, unchanged
−954% → 45%
Within noiseInside the floor by 2 points · rank 1 of 70, unchanged
+926% → 35%
Within noiseInside the floor by 2 points · rank 2 of 65, unchanged
−920% → 11%
Within noiseInside the floor by 2 points · rank 2 → 4 of 75
−99% → 0%
Within noiseInside the floor by 2 points · rank 4 → 15 of 54
−911% → 2%
Within noiseInside the floor by 2 points · rank 3 → 11 of 69
−915% → 6%
Within noiseInside the floor by 2 points · rank 2 → 4 of 112
−913% → 4%
Within noiseInside the floor by 2 points · rank 2 → 4 of 58
−813% → 5%
Within noiseInside the floor by 3 points · rank 2 → 4 of 74
+821% → 30%
Within noiseInside the floor by 3 points · rank 2 → 1 of 79
+867% → 75%
Within noiseInside the floor by 3 points · rank 1 of 43, unchanged
+80% → 8%
Within noiseInside the floor by 3 points · rank 11 → 4 of 74
+820% → 28%
Within noiseInside the floor by 3 points · rank 1 of 66, unchanged
+82% → 10%
Within noiseInside the floor by 3 points · rank 7 → 3 of 54
−810% → 2%
Within noiseInside the floor by 3 points · rank 4 → 6 of 46
−810% → 2%
Within noiseInside the floor by 3 points · rank 2 → 6 of 82
+86% → 14%
Within noiseInside the floor by 3 points · rank 3 → 2 of 82
+88% → 15%
Within noiseInside the floor by 3 points · rank 3 of 64, unchanged
+84% → 12%
Within noiseInside the floor by 3 points · rank 6 → 4 of 83
−714% → 6%
Within noiseInside the floor by 4 points · rank 4 → 5 of 52
−730% → 23%
Within noiseInside the floor by 4 points · rank 2 of 68, unchanged
−774% → 67%
Within noiseInside the floor by 4 points · rank 1 of 29, unchanged
−79% → 2%
Within noiseInside the floor by 4 points · rank 4 → 12 of 74
+70% → 7%
Within noiseInside the floor by 4 points · rank 10 → 3 of 43
+70% → 7%
Within noiseInside the floor by 4 points · rank 66 → 2 of 80
+711% → 18%
Within noiseInside the floor by 4 points · rank 3 → 2 of 60
+741% → 48%
Within noiseInside the floor by 4 points · rank 1 of 67, unchanged
+70% → 7%
Within noiseInside the floor by 4 points · rank 12 → 5 of 69
−714% → 7%
Within noiseInside the floor by 4 points · rank 2 of 39, unchanged
+735% → 42%
Within noiseInside the floor by 4 points · rank 1 of 72, unchanged
+712% → 19%
Within noiseInside the floor by 4 points · rank 2 → 1 of 71
−722% → 16%
Within noiseInside the floor by 4 points · rank 2 → 3 of 55
−610% → 4%
Within noiseInside the floor by 5 points · rank 4 → 5 of 64
+65% → 11%
Within noiseInside the floor by 5 points · rank 4 → 3 of 53
−661% → 54%
Within noiseInside the floor by 5 points · rank 1 of 58, unchanged
−610% → 4%
Within noiseInside the floor by 5 points · rank 4 → 8 of 97
+60% → 6%
Within noiseInside the floor by 5 points · rank 10 → 6 of 52
−613% → 7%
Within noiseInside the floor by 5 points · rank 2 → 3 of 60
−622% → 15%
Within noiseInside the floor by 5 points · rank 2 of 57, unchanged
−623% → 17%
Within noiseInside the floor by 5 points · rank 3 of 76, unchanged
+616% → 22%
Within noiseInside the floor by 5 points · rank 3 → 1 of 68
+64% → 10%
Within noiseInside the floor by 5 points · rank 6 → 5 of 68
+60% → 6%
Within noiseInside the floor by 5 points · rank 5 → 4 of 44
+610% → 16%
Within noiseInside the floor by 5 points · rank 4 → 3 of 68
−649% → 43%
Within noiseInside the floor by 5 points · rank 1 → 2 of 35
+60% → 6%
Within noiseInside the floor by 5 points · rank 16 → 5 of 61
−68% → 2%
Within noiseInside the floor by 5 points · rank 4 → 5 of 80
+67% → 12%
Within noiseInside the floor by 5 points · rank 5 → 2 of 50
−68% → 2%
Within noiseInside the floor by 5 points · rank 5 → 11 of 57
−632% → 26%
Within noiseInside the floor by 5 points · rank 2 of 38, unchanged
−66% → 0%
Within noiseInside the floor by 5 points · rank 7 → 50 of 52
+636% → 42%
Within noiseInside the floor by 5 points · rank 1 of 38, unchanged
+632% → 38%
Within noiseInside the floor by 5 points · rank 1 of 112, unchanged
+60% → 6%
Within noiseInside the floor by 5 points · rank 17 → 7 of 57
+623% → 29%
Within noiseInside the floor by 5 points · rank 2 of 64, unchanged
+67% → 12%
Within noiseInside the floor by 5 points · rank 5 → 3 of 74
+630% → 35%
Within noiseInside the floor by 5 points · rank 1 of 68, unchanged
−659% → 53%
Within noiseInside the floor by 5 points · rank 1 of 98, unchanged
+616% → 21%
Within noiseInside the floor by 5 points · rank 3 → 2 of 52
+65% → 11%
Within noiseInside the floor by 5 points · rank 5 → 3 of 46
−512% → 7%
Within noiseInside the floor by 6 points · rank 3 of 64, unchanged
−554% → 49%
Within noiseInside the floor by 6 points · rank 1 of 60, unchanged
−540% → 34%
Within noiseInside the floor by 6 points · rank 1 of 43, unchanged
+514% → 19%
Within noiseInside the floor by 6 points · rank 3 → 2 of 73
+59% → 15%
Within noiseInside the floor by 6 points · rank 3 of 69, unchanged
+525% → 31%
Within noiseInside the floor by 6 points · rank 1 of 57, unchanged
+50% → 5%
Within noiseInside the floor by 6 points · rank 14 → 5 of 68
−512% → 7%
Within noiseInside the floor by 6 points · rank 3 → 6 of 71
−539% → 34%
Within noiseInside the floor by 6 points · rank 2 of 51, unchanged
+54% → 9%
Within noiseInside the floor by 6 points · rank 10 → 4 of 111
−529% → 24%
Within noiseInside the floor by 6 points · rank 1 → 2 of 76
+515% → 20%
Within noiseInside the floor by 6 points · rank 3 of 38, unchanged
+518% → 23%
Within noiseInside the floor by 6 points · rank 3 → 1 of 83
−57% → 2%
Within noiseInside the floor by 6 points · rank 2 → 7 of 53
−55% → 0%
Within noiseInside the floor by 6 points · rank 6 → 23 of 112
−511% → 6%
Within noiseInside the floor by 6 points · rank 3 → 9 of 111
+58% → 13%
Within noiseInside the floor by 6 points · rank 6 → 3 of 52
−55% → 0%
Within noiseInside the floor by 6 points · rank 5 → 15 of 53
+50% → 5%
Within noiseInside the floor by 6 points · rank 11 → 4 of 62
+50% → 5%
Within noiseInside the floor by 6 points · rank 18 → 3 of 74
−514% → 9%
Within noiseInside the floor by 6 points · rank 4 of 43, unchanged
−543% → 38%
Within noiseInside the floor by 6 points · rank 1 of 73, unchanged
+519% → 24%
Within noiseInside the floor by 6 points · rank 2 of 29, unchanged
+543% → 48%
Within noiseInside the floor by 6 points · rank 1 of 69, unchanged
−519% → 14%
Within noiseInside the floor by 6 points · rank 1 → 2 of 97
+52% → 7%
Within noiseInside the floor by 6 points · rank 9 → 4 of 98
+52% → 7%
Within noiseInside the floor by 6 points · rank 5 → 3 of 98
−522% → 17%
Within noiseInside the floor by 6 points · rank 1 → 3 of 83
+532% → 37%
Within noiseInside the floor by 6 points · rank 1 of 94, unchanged
+50% → 5%
Within noiseInside the floor by 6 points · rank 8 → 4 of 80
+54% → 9%
Within noiseInside the floor by 6 points · rank 6 → 3 of 80
−582% → 77%
Within noiseInside the floor by 6 points · rank 1 of 39, unchanged
+50% → 5%
Within noiseInside the floor by 6 points · rank 5 → 3 of 39
−55% → 0%
Within noiseInside the floor by 6 points · rank 4 → 97 of 98
+50% → 5%
Within noiseInside the floor by 6 points · rank 13 → 7 of 69
−46% → 2%
Within noiseInside the floor by 7 points · rank 6 → 11 of 111
+42% → 7%
Within noiseInside the floor by 7 points · rank 9 → 4 of 60
−47% → 2%
Within noiseInside the floor by 7 points · rank 3 → 6 of 98
+42% → 7%
Within noiseInside the floor by 7 points · rank 7 → 5 of 43
+47% → 11%
Within noiseInside the floor by 7 points · rank 7 → 3 of 71
−438% → 33%
Within noiseInside the floor by 7 points · rank 1 of 54, unchanged
+46% → 10%
Within noiseInside the floor by 7 points · rank 5 → 4 of 72
−44% → 0%
Within noiseInside the floor by 7 points · rank 5 → 16 of 54
+40% → 4%
Within noiseInside the floor by 7 points · rank 29 → 5 of 58
+40% → 4%
Within noiseInside the floor by 7 points · rank 13 → 5 of 60
−44% → 0%
Within noiseInside the floor by 7 points · rank 6 → 15 of 62
+48% → 12%
Within noiseInside the floor by 7 points · rank 5 → 3 of 46
−47% → 2%
Within noiseInside the floor by 7 points · rank 5 → 9 of 69
−418% → 14%
Within noiseInside the floor by 7 points · rank 2 of 72, unchanged
−44% → 0%
Within noiseInside the floor by 7 points · rank 5 → 56 of 58
−44% → 0%
Within noiseInside the floor by 7 points · rank 6 → 14 of 48
−44% → 0%
Within noiseInside the floor by 7 points · rank 2 → 14 of 73
+44% → 8%
Within noiseInside the floor by 7 points · rank 7 → 6 of 72
−430% → 26%
Within noiseInside the floor by 7 points · rank 2 of 69, unchanged
−411% → 7%
Within noiseInside the floor by 7 points · rank 3 of 58, unchanged
+40% → 4%
Within noiseInside the floor by 7 points · rank 11 → 5 of 54
−48% → 4%
Within noiseInside the floor by 7 points · rank 4 → 6 of 83
+442% → 46%
Within noiseInside the floor by 7 points · rank 1 of 62, unchanged
+42% → 6%
Within noiseInside the floor by 7 points · rank 7 → 6 of 68
+40% → 4%
Within noiseInside the floor by 7 points · rank 21 → 5 of 94
−44% → 0%
Within noiseInside the floor by 7 points · rank 7 → 19 of 80
+410% → 14%
Within noiseInside the floor by 7 points · rank 5 → 4 of 68
−422% → 18%
Within noiseInside the floor by 7 points · rank 2 → 3 of 69
+40% → 4%
Within noiseInside the floor by 7 points · rank 22 → 8 of 61
−44% → 0%
Within noiseInside the floor by 7 points · rank 6 → 12 of 79
+44% → 8%
Within noiseInside the floor by 7 points · rank 6 → 4 of 64
+48% → 12%
Within noiseInside the floor by 7 points · rank 5 of 72, unchanged
−46% → 2%
Within noiseInside the floor by 7 points · rank 4 → 5 of 69
+410% → 14%
Within noiseInside the floor by 7 points · rank 4 of 72, unchanged
+40% → 4%
Within noiseInside the floor by 7 points · rank 19 → 10 of 111
−44% → 0%
Within noiseInside the floor by 7 points · rank 5 → 69 of 69
+413% → 17%
Within noiseInside the floor by 7 points · rank 3 → 2 of 62
+421% → 25%
Within noiseInside the floor by 7 points · rank 2 of 68, unchanged
−44% → 0%
Within noiseInside the floor by 7 points · rank 9 → 24 of 61
−44% → 0%
Within noiseInside the floor by 7 points · rank 7 → 14 of 61
+427% → 31%
Within noiseInside the floor by 7 points · rank 2 → 1 of 76
+45% → 9%
Within noiseInside the floor by 7 points · rank 5 → 3 of 112
+317% → 20%
Within noiseInside the floor by 8 points · rank 2 of 94, unchanged
−316% → 12%
Within noiseInside the floor by 8 points · rank 2 of 74, unchanged
+317% → 20%
Within noiseInside the floor by 8 points · rank 3 → 2 of 61
−350% → 47%
Within noiseInside the floor by 8 points · rank 1 of 58, unchanged
−35% → 2%
Within noiseInside the floor by 8 points · rank 7 → 19 of 71
+310% → 14%
Within noiseInside the floor by 8 points · rank 2 of 43, unchanged
+344% → 48%
Within noiseInside the floor by 8 points · rank 2 → 1 of 25
+32% → 5%
Within noiseInside the floor by 8 points · rank 7 → 5 of 76
−343% → 40%
Within noiseInside the floor by 8 points · rank 1 of 48, unchanged
+342% → 45%
Within noiseInside the floor by 8 points · rank 2 → 1 of 35
−315% → 12%
Within noiseInside the floor by 8 points · rank 2 of 44, unchanged
−39% → 6%
Within noiseInside the floor by 8 points · rank 3 → 4 of 48
−316% → 13%
Within noiseInside the floor by 8 points · rank 2 → 4 of 73
+339% → 42%
Within noiseInside the floor by 8 points · rank 1 of 46, unchanged
+311% → 14%
Within noiseInside the floor by 8 points · rank 3 → 2 of 72
+330% → 33%
Within noiseInside the floor by 8 points · rank 2 → 1 of 54
+312% → 15%
Within noiseInside the floor by 8 points · rank 2 of 69, unchanged
+39% → 11%
Within noiseInside the floor by 8 points · rank 5 → 2 of 111
+30% → 3%
Within noiseInside the floor by 8 points · rank 7 → 3 of 52
+318% → 20%
Within noiseInside the floor by 8 points · rank 3 → 2 of 69
−37% → 4%
Within noiseInside the floor by 8 points · rank 4 → 6 of 48
−39% → 6%
Within noiseInside the floor by 8 points · rank 3 → 4 of 54
+32% → 5%
Within noiseInside the floor by 8 points · rank 7 → 6 of 79
+32% → 5%
Within noiseInside the floor by 8 points · rank 8 → 3 of 82
+32% → 5%
Within noiseInside the floor by 8 points · rank 9 → 4 of 82
+311% → 14%
Within noiseInside the floor by 8 points · rank 2 of 98, unchanged
+313% → 16%
Within noiseInside the floor by 8 points · rank 3 of 65, unchanged
+32% → 5%
Within noiseInside the floor by 8 points · rank 4 → 3 of 35
+22% → 5%
Within noiseInside the floor by 9 points · rank 4 → 2 of 73
+20% → 2%
Within noiseInside the floor by 9 points · rank 23 → 7 of 74
+20% → 2%
Within noiseInside the floor by 9 points · rank 26 → 8 of 74
+20% → 2%
Within noiseInside the floor by 9 points · rank 10 → 7 of 62
+27% → 9%
Within noiseInside the floor by 9 points · rank 4 of 65, unchanged
+20% → 2%
Within noiseInside the floor by 9 points · rank 8 → 5 of 35
+22% → 5%
Within noiseInside the floor by 9 points · rank 6 → 5 of 98
−216% → 14%
Within noiseInside the floor by 9 points · rank 3 of 72, unchanged
−25% → 2%
Within noiseInside the floor by 9 points · rank 5 → 7 of 43
+20% → 2%
Within noiseInside the floor by 9 points · rank 12 → 4 of 73
+20% → 2%
Within noiseInside the floor by 9 points · rank 26 → 7 of 98
+20% → 2%
Within noiseInside the floor by 9 points · rank 21 → 6 of 80
+20% → 2%
Within noiseInside the floor by 9 points · rank 17 → 8 of 98
+20% → 2%
Within noiseInside the floor by 9 points · rank 11 → 10 of 43
+22% → 5%
Within noiseInside the floor by 9 points · rank 6 → 5 of 65
+22% → 4%
Within noiseInside the floor by 9 points · rank 8 → 4 of 80
−211% → 8%
Within noiseInside the floor by 9 points · rank 4 → 3 of 68
−26% → 4%
Within noiseInside the floor by 9 points · rank 7 of 33, unchanged
+24% → 6%
Within noiseInside the floor by 9 points · rank 8 → 6 of 61
+20% → 2%
Within noiseInside the floor by 9 points · rank 41 → 13 of 65
+20% → 2%
Within noiseInside the floor by 9 points · rank 41 → 8 of 39
+20% → 2%
Within noiseInside the floor by 9 points · rank 17 → 8 of 43
+20% → 2%
Within noiseInside the floor by 9 points · rank 9 → 6 of 65
+22% → 5%
Within noiseInside the floor by 9 points · rank 5 of 67, unchanged
+20% → 2%
Within noiseInside the floor by 9 points · rank 12 → 8 of 79
+20% → 2%
Within noiseInside the floor by 9 points · rank 15 → 9 of 43
+20% → 2%
Within noiseInside the floor by 9 points · rank 13 → 8 of 67
+20% → 2%
Within noiseInside the floor by 9 points · rank 7 → 5 of 39
+20% → 2%
Within noiseInside the floor by 9 points · rank 12 → 7 of 43
+20% → 2%
Within noiseInside the floor by 9 points · rank 11 → 6 of 53
+20% → 2%
Within noiseInside the floor by 9 points · rank 9 → 7 of 55
+24% → 6%
Within noiseInside the floor by 9 points · rank 5 → 4 of 54
−22% → 0%
Within noiseInside the floor by 9 points · rank 7 → 13 of 62
−22% → 0%
Within noiseInside the floor by 9 points · rank 6 → 13 of 54
+20% → 2%
Within noiseInside the floor by 9 points · rank 20 → 11 of 60
−22% → 0%
Within noiseInside the floor by 9 points · rank 9 → 68 of 69
−22% → 0%
Within noiseInside the floor by 9 points · rank 3 → 13 of 80
−22% → 0%
Within noiseInside the floor by 9 points · rank 8 → 14 of 54
+20% → 2%
Within noiseInside the floor by 9 points · rank 11 → 6 of 58
−22% → 0%
Within noiseInside the floor by 9 points · rank 5 → 15 of 74
−22% → 0%
Within noiseInside the floor by 9 points · rank 4 → 14 of 80
−22% → 0%
Within noiseInside the floor by 9 points · rank 5 → 9 of 35
−222% → 20%
Within noiseInside the floor by 9 points · rank 1 of 61, unchanged
+27% → 9%
Within noiseInside the floor by 9 points · rank 6 → 5 of 71
−241% → 39%
Within noiseInside the floor by 9 points · rank 1 of 55, unchanged
+20% → 2%
Within noiseInside the floor by 9 points · rank 5 of 29, unchanged
−22% → 0%
Within noiseInside the floor by 9 points · rank 5 → 12 of 73
−22% → 0%
Within noiseInside the floor by 9 points · rank 8 → 18 of 65
−22% → 0%
Within noiseInside the floor by 9 points · rank 6 → 17 of 60
−22% → 0%
Within noiseInside the floor by 9 points · rank 9 → 34 of 58
+20% → 2%
Within noiseInside the floor by 9 points · rank 13 → 8 of 80
+20% → 2%
Within noiseInside the floor by 9 points · rank 12 → 7 of 80
−22% → 0%
Within noiseInside the floor by 9 points · rank 7 → 12 of 65
−22% → 0%
Within noiseInside the floor by 9 points · rank 11 → 73 of 73
−22% → 0%
Within noiseInside the floor by 9 points · rank 8 → 11 of 58
−24% → 2%
Within noiseInside the floor by 9 points · rank 6 → 7 of 68
−24% → 2%
Within noiseInside the floor by 9 points · rank 5 → 8 of 65
+23% → 6%
Within noiseInside the floor by 9 points · rank 9 → 6 of 71
−218% → 15%
Within noiseInside the floor by 9 points · rank 3 of 54, unchanged
−26% → 4%
Within noiseInside the floor by 9 points · rank 5 → 7 of 83
−24% → 2%
Within noiseInside the floor by 9 points · rank 5 → 8 of 76
+20% → 2%
Within noiseInside the floor by 9 points · rank 10 → 8 of 46
−22% → 0%
Within noiseInside the floor by 9 points · rank 14 → 29 of 111
+20% → 2%
Within noiseInside the floor by 9 points · rank 18 → 7 of 46
+20% → 2%
Within noiseInside the floor by 9 points · rank 8 → 6 of 46
+20% → 2%
Within noiseInside the floor by 9 points · rank 50 → 7 of 73
+20% → 2%
Within noiseInside the floor by 9 points · rank 13 → 8 of 112
+20% → 2%
Within noiseInside the floor by 9 points · rank 11 → 6 of 73
−24% → 2%
Within noiseInside the floor by 9 points · rank 4 → 7 of 60
−210% → 8%
Within noiseInside the floor by 9 points · rank 3 → 4 of 57
+22% → 4%
Within noiseInside the floor by 9 points · rank 8 → 5 of 54
+20% → 2%
Within noiseInside the floor by 9 points · rank 13 → 7 of 69
+20% → 2%
Within noiseInside the floor by 9 points · rank 14 → 8 of 68
−24% → 2%
Within noiseInside the floor by 9 points · rank 9 of 83, unchanged
−24% → 2%
Within noiseInside the floor by 9 points · rank 8 of 83, unchanged
−28% → 6%
Within noiseInside the floor by 9 points · rank 4 → 6 of 57
−24% → 2%
Within noiseInside the floor by 9 points · rank 3 → 4 of 35
+20% → 2%
Within noiseInside the floor by 9 points · rank 10 → 6 of 44
−22% → 0%
Within noiseInside the floor by 9 points · rank 7 → 71 of 82
+20% → 2%
Within noiseInside the floor by 9 points · rank 15 → 9 of 70
+20% → 2%
Within noiseInside the floor by 9 points · rank 14 → 11 of 70
+22% → 4%
Within noiseInside the floor by 9 points · rank 11 → 8 of 68
+20% → 2%
Within noiseInside the floor by 9 points · rank 13 → 8 of 70
−22% → 0%
Within noiseInside the floor by 9 points · rank 6 → 16 of 82
+20% → 2%
Within noiseInside the floor by 9 points · rank 68 → 12 of 70
+20% → 2%
Within noiseInside the floor by 9 points · rank 69 → 17 of 70
−265% → 63%
Within noiseInside the floor by 9 points · rank 1 of 39, unchanged
+22% → 4%
Within noiseInside the floor by 9 points · rank 8 → 5 of 68
−26% → 4%
Within noiseInside the floor by 9 points · rank 7 → 8 of 57
−24% → 2%
Within noiseInside the floor by 9 points · rank 5 → 9 of 62
+20% → 2%
Within noiseInside the floor by 9 points · rank 17 → 9 of 72
−22% → 0%
Within noiseInside the floor by 9 points · rank 5 → 67 of 68
+20% → 2%
Within noiseInside the floor by 9 points · rank 11 → 10 of 56
+24% → 6%
Within noiseInside the floor by 9 points · rank 7 → 4 of 68
−22% → 0%
Within noiseInside the floor by 9 points · rank 7 → 16 of 73
−22% → 0%
Within noiseInside the floor by 9 points · rank 9 → 15 of 73
−22% → 0%
Within noiseInside the floor by 9 points · rank 9 → 12 of 46
−22% → 0%
Within noiseInside the floor by 9 points · rank 7 → 10 of 46
−22% → 0%
Within noiseInside the floor by 9 points · rank 13 → 18 of 57
+25% → 7%
Within noiseInside the floor by 9 points · rank 3 → 4 of 53
+20% → 2%
Within noiseInside the floor by 9 points · rank 16 → 9 of 57
−22% → 0%
Within noiseInside the floor by 9 points · rank 8 → 10 of 79
+20% → 2%
Within noiseInside the floor by 9 points · rank 10 → 8 of 48
−22% → 0%
Within noiseInside the floor by 9 points · rank 10 → 26 of 79
−24% → 2%
Within noiseInside the floor by 9 points · rank 7 → 6 of 64
+20% → 2%
Within noiseInside the floor by 9 points · rank 50 → 15 of 57
−22% → 0%
Within noiseInside the floor by 9 points · rank 11 → 75 of 79
−237% → 35%
Within noiseInside the floor by 9 points · rank 1 of 64, unchanged
−253% → 51%
Within noiseInside the floor by 9 points · rank 1 of 82, unchanged
+22% → 4%
Within noiseInside the floor by 9 points · rank 9 → 6 of 74
+20% → 2%
Within noiseInside the floor by 9 points · rank 20 → 12 of 111
−22% → 0%
Within noiseInside the floor by 9 points · rank 7 → 29 of 69
−22% → 0%
Within noiseInside the floor by 9 points · rank 6 → 11 of 69
−22% → 0%
Within noiseInside the floor by 9 points · rank 9 → 13 of 72
−22% → 0%
Within noiseInside the floor by 9 points · rank 11 → 33 of 72
+20% → 2%
Within noiseInside the floor by 9 points · rank 23 → 6 of 69
−22% → 0%
Within noiseInside the floor by 9 points · rank 13 → 38 of 72
+20% → 2%
Within noiseInside the floor by 9 points · rank 16 → 7 of 35
−22% → 0%
Within noiseInside the floor by 9 points · rank 5 of 51, unchanged
+20% → 2%
Within noiseInside the floor by 9 points · rank 14 → 9 of 50
+24% → 6%
Within noiseInside the floor by 9 points · rank 7 → 5 of 83
+20% → 2%
Within noiseInside the floor by 9 points · rank 50 → 7 of 68
+20% → 2%
Within noiseInside the floor by 9 points · rank 16 → 11 of 64
+20% → 2%
Within noiseInside the floor by 9 points · rank 8 → 7 of 64
+26% → 8%
Within noiseInside the floor by 9 points · rank 4 of 56, unchanged
−24% → 2%
Within noiseInside the floor by 9 points · rank 6 → 7 of 94
−213% → 12%
Within noiseInside the floor by 9 points · rank 3 of 75, unchanged
−24% → 2%
Within noiseInside the floor by 9 points · rank 6 → 7 of 72
−24% → 2%
Within noiseInside the floor by 9 points · rank 6 → 10 of 61
+20% → 2%
Within noiseInside the floor by 9 points · rank 16 → 11 of 76
+20% → 2%
Within noiseInside the floor by 9 points · rank 10 → 7 of 76
+20% → 2%
Within noiseInside the floor by 9 points · rank 23 → 10 of 76
−239% → 38%
Within noiseInside the floor by 9 points · rank 1 of 65, unchanged
−24% → 2%
Within noiseInside the floor by 9 points · rank 6 of 69, unchanged
−24% → 2%
Within noiseInside the floor by 9 points · rank 7 of 54, unchanged
+210% → 12%
Within noiseInside the floor by 9 points · rank 3 → 2 of 56
−26% → 5%
Within noiseInside the floor by 9 points · rank 4 of 55, unchanged
−29% → 7%
Within noiseInside the floor by 9 points · rank 4 → 3 of 62
−146% → 45%
Within noiseInside the floor by 10 points · rank 1 of 46, unchanged
−110% → 8%
Within noiseInside the floor by 10 points · rank 3 of 70, unchanged
+14% → 6%
Within noiseInside the floor by 10 points · rank 5 → 3 of 48
−15% → 4%
Within noiseInside the floor by 10 points · rank 4 → 6 of 54
+14% → 6%
Within noiseInside the floor by 10 points · rank 9 → 6 of 111
+129% → 30%
Within noiseInside the floor by 10 points · rank 1 of 75, unchanged
+117% → 18%
Within noiseInside the floor by 10 points · rank 2 → 1 of 97
−18% → 6%
Within noiseInside the floor by 10 points · rank 4 → 5 of 46
+118% → 19%
Within noiseInside the floor by 10 points · rank 3 of 68, unchanged
−110% → 9%
Within noiseInside the floor by 10 points · rank 4 of 71, unchanged
−111% → 9%
Within noiseInside the floor by 10 points · rank 2 → 3 of 111
−111% → 9%
Within noiseInside the floor by 10 points · rank 4 → 5 of 111
−124% → 23%
Within noiseInside the floor by 10 points · rank 2 of 75, unchanged
−111% → 10%
Within noiseInside the floor by 10 points · rank 2 → 3 of 72
−126% → 25%
Within noiseInside the floor by 10 points · rank 2 of 48, unchanged
+12% → 4%
Within noiseInside the floor by 10 points · rank 5 → 4 of 64
+12% → 4%
Within noiseInside the floor by 10 points · rank 6 of 64, unchanged
+112% → 13%
Within noiseInside the floor by 10 points · rank 4 → 3 of 73
−114% → 13%
Within noiseInside the floor by 10 points · rank 5 → 4 of 52
−18% → 7%
Within noiseInside the floor by 10 points · rank 4 of 76, unchanged
−111% → 10%
Within noiseInside the floor by 10 points · rank 3 of 65, unchanged
+131% → 32%
Within noiseInside the floor by 10 points · rank 1 of 71, unchanged
−120% → 19%
Within noiseInside the floor by 10 points · rank 2 of 83, unchanged
+121% → 21%
Within noiseInside the floor by 10 points · rank 2 of 46, unchanged
−19% → 8%
Within noiseInside the floor by 10 points · rank 3 → 5 of 74
−12% → 2%
Within noiseInside the floor by 10 points · rank 7 → 8 of 64
−16% → 6%
Within noiseInside the floor by 10 points · rank 7 of 111, unchanged
+110% → 11%
Within noiseInside the floor by 10 points · rank 3 → 5 of 46
−117% → 16%
Within noiseInside the floor by 10 points · rank 3 of 33, unchanged
−111% → 10%
Within noiseInside the floor by 10 points · rank 2 of 69, unchanged
+14% → 5%
Within noiseInside the floor by 10 points · rank 5 → 4 of 65
−111% → 10%
Within noiseInside the floor by 10 points · rank 4 of 38, unchanged
+17% → 8%
Within noiseInside the floor by 10 points · rank 4 → 5 of 72
+110% → 10%
Within noiseInside the floor by 10 points · rank 2 of 70, unchanged
+12% → 2%
Within noiseInside the floor by 10 points · rank 9 of 71, unchanged
+137% → 38%
Within noiseInside the floor by 10 points · rank 1 of 50, unchanged
−144% → 44%
Within noiseInside the floor by 10 points · rank 1 of 74, unchanged
+174% → 74%
Within noiseInside the floor by 10 points · rank 1 of 73, unchanged
+122% → 23%
Within noiseInside the floor by 10 points · rank 2 of 65, unchanged
±024% → 24%
Within noiseInside the floor by 11 points · rank 1 of 72, unchanged
±04% → 5%
Within noiseInside the floor by 11 points · rank 5 of 55, unchanged
±04% → 5%
Within noiseInside the floor by 11 points · rank 3 of 43, unchanged
±05% → 4%
Within noiseInside the floor by 11 points · rank 6 → 7 of 74
±016% → 16%
Within noiseInside the floor by 11 points · rank 2 of 43, unchanged
±04% → 4%
Within noiseInside the floor by 11 points · rank 6 → 5 of 73
±058% → 58%
Within noiseInside the floor by 11 points · rank 1 of 56, unchanged
±02% → 2%
Within noiseInside the floor by 11 points · rank 6 → 5 of 65
±014% → 14%
Within noiseInside the floor by 11 points · rank 3 of 43, unchanged
±03% → 4%
Within noiseInside the floor by 11 points · rank 10 → 8 of 71
±029% → 29%
Within noiseInside the floor by 11 points · rank 2 of 54, unchanged
±04% → 4%
Within noiseInside the floor by 11 points · rank 7 → 5 of 70
±04% → 5%
Within noiseInside the floor by 11 points · rank 2 → 3 of 80
±02% → 2%
Within noiseInside the floor by 11 points · rank 5 of 43, unchanged
±02% → 2%
Within noiseInside the floor by 11 points · rank 7 → 11 of 74
±013% → 14%
Within noiseInside the floor by 11 points · rank 4 → 3 of 79
±02% → 2%
Within noiseInside the floor by 11 points · rank 6 → 7 of 56
±02% → 2%
Within noiseInside the floor by 11 points · rank 3 → 4 of 25
±02% → 2%
Within noiseInside the floor by 11 points · rank 22 → 16 of 71
±02% → 2%
Within noiseInside the floor by 11 points · rank 9 → 11 of 94
±02% → 2%
Within noiseInside the floor by 11 points · rank 11 → 8 of 94
±02% → 2%
Within noiseInside the floor by 11 points · rank 10 → 9 of 94
±02% → 2%
Within noiseInside the floor by 11 points · rank 6 → 3 of 73
±08% → 8%
Within noiseInside the floor by 11 points · rank 6 → 5 of 57
±05% → 5%
Within noiseInside the floor by 11 points · rank 5 → 6 of 43
±04% → 5%
Within noiseInside the floor by 11 points · rank 6 of 69, unchanged
±04% → 5%
Within noiseInside the floor by 11 points · rank 7 → 8 of 69
±04% → 4%
Within noiseInside the floor by 11 points · rank 3 of 29, unchanged
±02% → 2%
Within noiseInside the floor by 11 points · rank 5 of 56, unchanged
±02% → 2%
Within noiseInside the floor by 11 points · rank 8 → 10 of 69
±02% → 2%
Within noiseInside the floor by 11 points · rank 8 → 7 of 65
±02% → 2%
Within noiseInside the floor by 11 points · rank 7 → 8 of 60
±02% → 2%
Within noiseInside the floor by 11 points · rank 5 → 9 of 60
±02% → 2%
Within noiseInside the floor by 11 points · rank 10 → 8 of 58
±02% → 2%
Within noiseInside the floor by 11 points · rank 4 of 29, unchanged
0Floor 11 pts · measured
The floor is 11 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
IT AI Recommendation Index, October 2026 Edition: movement. it-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.