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 v2026-11-09.1. It is also the edition the site carries now.

112 categories · 14 models · 672 prompts · 9,408 answers · 58,361 judge labels, all published

The leaderboard

The first choice in all 112 categories · 72 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 twenty-three of 112 categories, four of them by more than the noise floor of 11 points. Sixty-three of 1092 changes in first-choice share clear the floor. Both editions asked the same fourteen models.
112Categories compared
1092Products changed
63Moved past the floor
23Leader changes
23Verdict changes

Leader changes, mid-market buyers · 23, of which 4 cleared the floor

AI SDR agents · Mid-market
Apollo.io→AiSDR34%
New leader · moved

15 points clear of Apollo.io's current 19%.

Names swapped within the floor · 19, read as unsettled

Verdict changes{for_seg}

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

+2933% → 62%
MovedCleared the floor by 18 points · rank 1 of 130, unchanged
+2647% → 73%
MovedCleared the floor by 15 points · rank 1 of 69, unchanged
−2340% → 17%
MovedCleared the floor by 12 points · rank 1 → 3 of 109
ClayData enrichment · Mid-market
+216% → 27%
MovedCleared the floor by 10 points · rank 2 of 78, unchanged
+2124% → 45%
MovedCleared the floor by 10 points · rank 1 of 125, unchanged
+210% → 21%
MovedCleared the floor by 10 points · rank 21 → 1 of 99
+2036% → 56%
MovedCleared the floor by 9 points · rank 1 of 78, unchanged
+2073% → 93%
MovedCleared the floor by 9 points · rank 1 of 68, unchanged
+1913% → 32%
MovedCleared the floor by 8 points · rank 2 of 132, unchanged
+1933% → 52%
MovedCleared the floor by 8 points · rank 1 of 165, unchanged
+1721% → 38%
MovedCleared the floor by 6 points · rank 1 of 126, unchanged
+182% → 20%
MovedCleared the floor by 7 points · rank 10 → 2 of 67
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 searchSeptember 2026
GPT-5.4 minigpt-5.4-miniOpenAInative searchSeptember 2026
Gemini 3.5 Flashgemini-3.5-flashGooglenative searchSeptember 2026
Perplexity SonarsonarPerplexitynative searchSeptember 2026
Grok 4.20spacexai/grok-4.20-non-reasoningxAIgateway, Perplexity searchNovember 2026
Mistral Smallmistral/mistral-smallMistralgateway, Perplexity searchSeptember 2026
DeepSeek V4 Flashdeepseek/deepseek-v4-flashDeepSeekgateway, Perplexity searchSeptember 2026
Llama 4 Maverickmeta/llama-4-maverickMetagateway, Perplexity searchSeptember 2026
Qwen 3.7 Flashalibaba/qwen3.7-flashAlibabagateway, Perplexity searchSeptember 2026
Kimi K2moonshotai/kimi-k2Moonshotgateway, Perplexity searchSeptember 2026
GLM 4.7 FlashXzai/glm-4.7-flashxZ.AIgateway, Perplexity searchSeptember 2026
MiniMax M2.5minimax/minimax-m2.5MiniMaxgateway, Perplexity searchSeptember 2026
GPT-6 Lunagpt-6-lunaOpenAInative searchOctober 2026
Muse Glimmer 30Bmeta/muse-glimmer-30bMetagateway, Perplexity searchOctober 2026
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