# Model N alternatives: what AI models name instead, November 2026

Gane Index, November 2026 Edition. 232 of the 252 answers in the 1 category where Model N holds a standing named it neither first nor as an alternative; these are the first choices those answers made. Page: https://www.gane.ai/index/finance/vendors/model-n/alternatives

## Named instead, most often (every category and segment added)

- Enable: 88
- incentX: 43
- e-bate: 20
- Vistex: 7
- Voucherify: 7
- Enable International: 4

## Rebate management

**Small business**: 84 of 84 answers did not name Model N (Model N is #9 of 11 at 0%).

- incentX: first choice in 30 of those 84
- Enable: first choice in 23 of those 84
- e-bate: first choice in 15 of those 84
- Voucherify: first choice in 4 of those 84
- Band: first choice in 2 of those 84
- Rebates-On: first choice in 2 of those 84
- B2B Rebate Manager: first choice in 1 of those 84
- BlackCurve: first choice in 1 of those 84

**Mid-market**: 77 of 84 answers did not name Model N (Model N is #14 of 15 at 0%).

- Enable: first choice in 33 of those 77
- incentX: first choice in 8 of those 77
- e-bate: first choice in 5 of those 77
- Pricefx: first choice in 3 of those 77
- Voucherify: first choice in 3 of those 77
- Fielo: first choice in 2 of those 77
- Vistex: first choice in 2 of those 77
- 360insights: first choice in 1 of those 77

**Enterprise**: 71 of 84 answers did not name Model N (Model N is #8 of 9 at 0%).

- Enable: first choice in 32 of those 71
- Vistex: first choice in 5 of those 71
- incentX: first choice in 5 of those 71
- Enable International: first choice in 4 of those 71
- Channelscaler: first choice in 1 of those 71
- Pricefx Rebates: first choice in 1 of those 71
- Vantage Point Software: first choice in 1 of those 71
- Vendavo: first choice in 1 of those 71

Published under CC BY 4.0. The output is the models' output; nothing here is a recommendation by the index.