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

Gane Index, November 2026 Edition. 217 of the 252 answers in the 1 category where Elementary 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/elementary/alternatives

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

- Monte Carlo: 43
- Metaplane: 32
- Soda: 16
- Acceldata: 8
- Informatica Data Quality: 7
- Insycle: 6

## Data quality and observability

**Small business**: 63 of 84 answers did not name Elementary (Elementary is #3 of 11 at 5%).

- Metaplane: first choice in 23 of those 63
- Soda: first choice in 11 of those 63
- Insycle: first choice in 6 of those 63
- Elementary Data: first choice in 4 of those 63
- Great Expectations: first choice in 3 of those 63
- HubSpot Data Hub: first choice in 3 of those 63
- Melissa Data Quality Suite: first choice in 3 of those 63
- Monte Carlo: first choice in 2 of those 63

**Mid-market**: 72 of 84 answers did not name Elementary (Elementary is #7 of 14 at 4%).

- Monte Carlo: first choice in 11 of those 72
- Metaplane: first choice in 9 of those 72
- Soda: first choice in 5 of those 72
- Acceldata: first choice in 3 of those 72
- Ataccama ONE: first choice in 3 of those 72
- Bigeye: first choice in 2 of those 72
- Elementary OSS: first choice in 2 of those 72
- Great Expectations: first choice in 2 of those 72

**Enterprise**: 82 of 84 answers did not name Elementary.

- Monte Carlo: first choice in 30 of those 82
- Informatica Data Quality: first choice in 7 of those 82
- Acceldata: first choice in 5 of those 82
- Informatica Intelligent Data Management Cloud: first choice in 4 of those 82
- groundcover: first choice in 4 of those 82
- Datadog Data Observability: first choice in 2 of those 82
- Prizm: first choice in 2 of those 82
- Ataccama ONE: first choice in 1 of those 82

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