# Great Expectations alternatives: what AI models name instead, October 2026

IT AI Recommendation Index, October 2026 Edition. 202 of the 252 answers in the 1 category where Great Expectations 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/great-expectations/alternatives/

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

- Metaplane: 37
- Monte Carlo: 36
- Soda: 10
- Cleanlist: 9
- Acceldata: 7
- Elementary: 7

## Data quality and observability

**Small business**: 60 of 84 answers did not name Great Expectations (Great Expectations is #8 of 11 at 1%).

- Metaplane: first choice in 22 of those 60
- Elementary: first choice in 5 of those 60
- Soda: first choice in 5 of those 60
- Cleanlist: first choice in 4 of those 60
- Decube: first choice in 3 of those 60
- Insycle: first choice in 3 of those 60
- Monte Carlo: first choice in 3 of those 60
- Elementary OSS: first choice in 2 of those 60

**Mid-market**: 64 of 84 answers did not name Great Expectations (Great Expectations is #5 of 9 at 2%).

- Metaplane: first choice in 15 of those 64
- Monte Carlo: first choice in 6 of those 64
- Cleanlist: first choice in 5 of those 64
- Insycle: first choice in 3 of those 64
- Soda: first choice in 3 of those 64
- Bigeye: first choice in 2 of those 64
- Elementary: first choice in 2 of those 64
- Grafana Cloud: first choice in 2 of those 64

**Enterprise**: 78 of 84 answers did not name Great Expectations (Great Expectations is #12 of 12 at 0%).

- Monte Carlo: first choice in 27 of those 78
- Acceldata: first choice in 7 of those 78
- Informatica Intelligent Data Management Cloud: first choice in 6 of those 78
- Ataccama ONE: first choice in 4 of those 78
- Informatica Data Quality: first choice in 3 of those 78
- Sifflet: first choice in 2 of those 78
- Soda: first choice in 2 of those 78
- groundcover: first choice in 2 of those 78

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