November 2026 Edition · The permanent record of this edition. The unqualified address always carries the latest edition.
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November 2026 Edition

November 2026 Edition

Published . This page is the permanent record of the November 2026 Edition: the standing of every category as measured in it, under vendor table v2026-11.3. It is also the edition the site carries now.

136 categories · 14 models · 816 prompts · 11,424 answers · 68,754 judge labels, all published

The leaderboard

The first choice in all 136 categories · 80 unsettled
This edition, with filters →
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models. Each row opens that category's page for this edition.What the verdicts mean

Movement since October 2026

Between the October 2026 Edition and the November 2026 Edition the leader changed in thirty-one of 136 categories, nine of them by more than the noise floor of 11 points. Eighty-six of 1231 changes in first-choice share clear the floor. Both editions asked the same fourteen models.
136Categories compared
1231Products changed
86Moved past the floor
31Leader changes
22Verdict changes

Leader changes, mid-market buyers · 31, of which 9 cleared the floor

UpGuard BreachSight→SOCRadar Extended Threat Intelligence34%
New leader · moved

27 points clear of UpGuard BreachSight's current 7%.

Secure code training · Mid-market
SecureFlag→Secure Code Warrior Learning Platform38%
New leader · moved

26 points clear of SecureFlag's current 12%.

Patch management · Mid-market
ManageEngine Patch Manager Plus→Action135%
New leader · moved

15 points clear of ManageEngine Patch Manager Plus's current 20%.

Aikido Security→Salt Security16%
New leader · moved

14 points clear of Aikido Security's current 2%.

Nicus ITFM Platform→IBM Apptio22%
New leader · moved

14 points clear of Nicus ITFM Platform's current 8%.

Enterprise browsers · Mid-market
Chrome Enterprise→Microsoft Edge for Business39%
New leader · moved

13 points clear of Chrome Enterprise's current 26%.

IT asset management · Mid-market
Freshservice→Snipe-IT29%
New leader · moved

13 points clear of Freshservice's current 16%.

AI IT support agents · Mid-market
Freshservice with Freddy AI→Freshservice24%
New leader · moved

11 points clear of Freshservice with Freddy AI's current 13%.

Names swapped within the floor · 22, read as unsettled

Verdict changes{for_seg}

Biggest movers in first-choice share, mid-market buyers

+3536% → 71%
MovedCleared the floor by 24 points · rank 1 of 76, unchanged
+286% → 34%
MovedCleared the floor by 17 points · rank 4 → 1 of 121
+2568% → 93%
MovedCleared the floor by 14 points · rank 1 of 60, unchanged
+2217% → 39%
MovedCleared the floor by 11 points · rank 3 → 1 of 100
−2224% → 2%
MovedCleared the floor by 11 points · rank 2 → 8 of 99
−2049% → 29%
MovedCleared the floor by 9 points · rank 1 of 114, unchanged
+202% → 22%
MovedCleared the floor by 9 points · rank 31 → 1 of 180
+2036% → 56%
MovedCleared the floor by 9 points · rank 1 of 113, unchanged
+2018% → 38%
MovedCleared the floor by 9 points · rank 2 → 1 of 104
+194% → 23%
MovedCleared the floor by 8 points · rank 8 → 1 of 105
+1926% → 45%
MovedCleared the floor by 8 points · rank 1 of 87, unchanged
+1816% → 34%
MovedCleared the floor by 7 points · rank 2 → 1 of 60
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 can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. How the floor is measured · Every change resolves to its category page.

The models asked

Fourteen models: the generally available models a buyer meets as a default in an assistant, with search on. The same set as the previous edition. A model joins at an edition boundary and stays at least three editions; movement is read over the models both editions asked, so a join never moves a share on its own. The roster rule.
ModelVersion asked forLabHow it searchesIn the set since
Claude Haiku 4.5claude-haiku-4-5Anthropicnative searchNovember 2026
GPT-5.4 minigpt-5.4-miniOpenAInative searchNovember 2026
Gemini 3.5 Flashgemini-3.5-flashGooglenative searchNovember 2026
Perplexity SonarsonarPerplexitynative searchNovember 2026
Grok 4.20spacexai/grok-4.20-non-reasoningxAIgateway, Perplexity searchNovember 2026
Mistral Smallmistral/mistral-smallMistralgateway, Perplexity searchNovember 2026
DeepSeek V4 Flashdeepseek/deepseek-v4-flashDeepSeekgateway, Perplexity searchNovember 2026
Llama 4 Maverickmeta/llama-4-maverickMetagateway, Perplexity searchNovember 2026
Qwen 3.7 Flashalibaba/qwen3.7-flashAlibabagateway, Perplexity searchNovember 2026
Kimi K2moonshotai/kimi-k2Moonshotgateway, Perplexity searchNovember 2026
GLM 4.7 FlashXzai/glm-4.7-flashxZ.AIgateway, Perplexity searchNovember 2026
MiniMax M2.5minimax/minimax-m2.5MiniMaxgateway, Perplexity searchNovember 2026
GPT-6 Lunagpt-6-lunaOpenAInative searchOctober 2026
Muse Glimmer 30Bmeta/muse-glimmer-30bMetagateway, Perplexity searchOctober 2026
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