# Monte Carlo alternatives: what AI models name instead, October 2026

IT AI Recommendation Index, October 2026 Edition. 188 of the 252 answers in the 1 category where Monte Carlo 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/monte-carlo/alternatives/

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

- Metaplane: 42
- Soda: 17
- Cleanlist: 10
- Elementary: 8
- Insycle: 8
- Great Expectations: 6

## Data quality and observability

**Small business**: 77 of 84 answers did not name Monte Carlo (Monte Carlo is #4 of 11 at 4%).

- Metaplane: first choice in 26 of those 77
- Soda: first choice in 12 of those 77
- Elementary: first choice in 6 of those 77
- Great Expectations: first choice in 6 of those 77
- Soda Core: first choice in 6 of those 77
- Cleanlist: first choice in 4 of those 77
- Decube: first choice in 4 of those 77
- Insycle: first choice in 4 of those 77

**Mid-market**: 65 of 84 answers did not name Monte Carlo (Monte Carlo is #3 of 9 at 6%).

- Metaplane: first choice in 15 of those 65
- Cleanlist: first choice in 6 of those 65
- Soda: first choice in 5 of those 65
- Insycle: first choice in 4 of those 65
- Grafana Cloud: first choice in 3 of those 65
- Elementary: first choice in 2 of those 65
- New Relic: first choice in 2 of those 65
- Zabbix: first choice in 2 of those 65

**Enterprise**: 46 of 84 answers did not name Monte Carlo (Monte Carlo is #1 of 12 at 41%).

- Acceldata: first choice in 4 of those 46
- Informatica Data Quality: first choice in 4 of those 46
- Ataccama ONE: first choice in 3 of those 46
- Informatica Intelligent Data Management Cloud: first choice in 3 of those 46
- Coralogix: first choice in 1 of those 46
- DQLabs: first choice in 1 of those 46
- Datadog: first choice in 1 of those 46
- Metaplane: first choice in 1 of those 46

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