finance · November 2026 Edition

Shortlist finance 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.

57 categories
Free to read, no account. Shortlists are read for a mid-market company. All 57 categories · How it’s measured

The leaderboard

The first choice in all 57 categories · 41 contested
Showingin, ordered by
What the verdicts meanThe leader changes here
Noise floor 10 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 57 scored categories; thirteen more are in the taxonomy and not yet run. Fifty-one 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 thirteen of fifty-seven categories, three of them by more than the noise floor of 10 points. Thirty-nine of 588 changes in first-choice share clear the floor. Both editions asked the same fourteen models.
57Categories compared
588Products changed
39Moved past the floor
13Leader changes
4Verdict changes

Leader changes, mid-market buyers · 13, of which 3 cleared the floor

FP&A platforms · Mid-market
Planful→Pigment19%
New leader · moved

12 points clear of Planful's current 7%.

Sage Intacct→Zoho Books23%
New leader · moved

11 points clear of Sage Intacct's current 12%.

Names swapped within the floor · 10, read as unsettled

Verdict changes{for_seg}

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

PrecoroProcure-to-pay · Mid-market
+2019% → 39%
MovedCleared the floor by 10 points · rank 2 of 114, unchanged
−1833% → 15%
MovedCleared the floor by 8 points · rank 1 of 120, unchanged
+182% → 20%
MovedCleared the floor by 8 points · rank 10 → 1 of 119
−1818% → 0%
MovedCleared the floor by 8 points · rank 2 → 53 of 53
+1733% → 50%
MovedCleared the floor by 7 points · rank 1 of 53, unchanged
+1628% → 44%
MovedCleared the floor by 6 points · rank 1 of 73, unchanged
PigmentFP&A platforms · Mid-market
+154% → 19%
MovedCleared the floor by 5 points · rank 9 → 1 of 92
RampCorporate cards · Mid-market
+1552% → 67%
MovedCleared the floor by 5 points · rank 1 of 91, unchanged
−1517% → 2%
MovedCleared the floor by 5 points · rank 2 → 10 of 102
BoardProBoard portals · Mid-market
+146% → 20%
MovedCleared the floor by 4 points · rank 3 → 2 of 53
+1429% → 43%
MovedCleared the floor by 4 points · rank 1 of 79, unchanged
ProphixFP&A platforms · Mid-market
+140% → 14%
MovedCleared the floor by 4 points · rank 19 → 2 of 92
0Floor 10 pts · measured

The floor is 10 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.