go-to-market · November 2026 Edition

Shortlist GTM products from what AI models recommend

Fourteen AI models from twelve labs, asked the same buying questions six ways, on behalf of three sizes of buyer. Say what you are buying and the size of your company, and see the products they choose most consistently, with their reasons and reservations in their own words.

Gane, the publisher, sells software in eight of these categories: AI marketing agents, AI visibility and answer engine tracking tools, attribution and marketing mix modeling, competitive intelligence tools, content marketing platforms, email marketing platforms, marketing automation and campaign management, SEO and content optimization platforms. Each of those pages says so, and every product in them is measured by the same method. How the conflict is handled.

112 categories
Free to read, no account. Shortlists are read for a mid-market company. All 112 categories · How it’s measured

The leaderboard

The first choice in all 112 categories · 72 contested
Showingin, ordered by
What the verdicts meanThe leader changes here
Noise floor 11 pointsHow far a category leader's share moved between two identical runs with nothing changed, measured on the last calibration repeat. A smaller change can't be told apart from repeat variation. How the floor is measured
All 112 scored categories, each rescored every edition. 102 different products hold or share a first place, and only ten hold one in more than one category.
Compared with the October 2026 Edition. See what moved

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.

Where next

Each figure on this page resolves to a category page and the method.