IT · November 2026 Edition

Shortlist IT 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, has no products in this index.

136 categories
Free to read, no account. Shortlists are read for a mid-market company. All 136 categories · How it’s measured

The leaderboard

The first choice in all 136 categories · 80 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 136 scored categories; twenty more are in the taxonomy and not yet run. 134 different products hold or share a first place, and only seven 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 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.

Where next

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