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

IT AI Recommendation Index, October 2026 Edition. 222 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://it-ai-index.com/vendors/elementary/alternatives/

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

- Monte Carlo: 43
- Metaplane: 40
- Soda: 16
- Cleanlist: 10
- Informatica Intelligent Data Management Cloud: 8
- Insycle: 8

## Data quality and observability

**Small business**: 67 of 84 answers did not name Elementary (Elementary is #7 of 11 at 1%).

- Metaplane: first choice in 24 of those 67
- Soda: first choice in 11 of those 67
- Cleanlist: first choice in 4 of those 67
- Decube: first choice in 4 of those 67
- Great Expectations: first choice in 4 of those 67
- Insycle: first choice in 4 of those 67
- Soda Core: first choice in 4 of those 67
- Monte Carlo: first choice in 3 of those 67

**Mid-market**: 72 of 84 answers did not name Elementary (Elementary is #6 of 9 at 2%).

- Metaplane: first choice in 16 of those 72
- Monte Carlo: first choice in 9 of those 72
- Cleanlist: first choice in 6 of those 72
- Soda: first choice in 5 of those 72
- Insycle: first choice in 4 of those 72
- Bigeye: first choice in 2 of those 72
- Grafana Cloud: first choice in 2 of those 72
- New Relic: first choice in 2 of those 72

**Enterprise**: 83 of 84 answers did not name Elementary.

- Monte Carlo: first choice in 31 of those 83
- Informatica Intelligent Data Management Cloud: first choice in 8 of those 83
- Acceldata: first choice in 7 of those 83
- Ataccama ONE: first choice in 5 of those 83
- Informatica Data Quality: first choice in 4 of those 83
- Anomalo: first choice in 2 of those 83
- Bigeye: first choice in 2 of those 83
- Sifflet: first choice in 2 of those 83

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