# Sifflet alternatives: what AI models name instead, November 2026

Gane Index, November 2026 Edition. 243 of the 252 answers in the 1 category where Sifflet 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/it/vendors/sifflet/alternatives

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

- Metaplane: 47
- Monte Carlo: 44
- Soda: 25
- Acceldata: 8
- Elementary: 7
- Informatica Data Quality: 7

## Data quality and observability

**Small business**: 81 of 84 answers did not name Sifflet.

- Metaplane: first choice in 35 of those 81
- Soda: first choice in 20 of those 81
- Insycle: first choice in 6 of those 81
- Elementary: first choice in 5 of those 81
- Elementary Data: first choice in 4 of those 81
- Great Expectations: first choice in 3 of those 81
- HubSpot Data Hub: first choice in 3 of those 81
- Melissa Data Quality Suite: first choice in 3 of those 81

**Mid-market**: 81 of 84 answers did not name Sifflet (Sifflet is #11 of 14 at 0%).

- Monte Carlo: first choice in 13 of those 81
- Metaplane: first choice in 12 of those 81
- Soda: first choice in 5 of those 81
- Bigeye: first choice in 4 of those 81
- Acceldata: first choice in 3 of those 81
- Ataccama ONE: first choice in 3 of those 81
- Soda Core: first choice in 3 of those 81
- Elementary: first choice in 2 of those 81

**Enterprise**: 81 of 84 answers did not name Sifflet (Sifflet is #13 of 15 at 0%).

- Monte Carlo: first choice in 31 of those 81
- Informatica Data Quality: first choice in 7 of those 81
- Acceldata: first choice in 5 of those 81
- Informatica Intelligent Data Management Cloud: first choice in 4 of those 81
- groundcover: first choice in 4 of those 81
- Ataccama ONE: first choice in 1 of those 81
- Bigeye: first choice in 1 of those 81
- Collibra Data Intelligence Cloud with Data Quality module: first choice in 1 of those 81

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