# Soda Core: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 10 judge labels across 1 category by 8 of 14 models. Page: https://www.gane.ai/index/it/vendors/soda-core

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Data quality and observability](https://www.gane.ai/index/it/it-data/data-quality-and-observability/index.md) | 6% | 4 | 30% | 10 |

## What the models said for it

- "For most small to mid-sized companies with limited budgets, Soda Core or Elementary would be excellent starting points" (GLM 4.7 FlashX, Data observability)
- "Best ultra-budget option: Great Expectations or Soda Core for basic data quality checks" (GPT-5.4 mini, Data observability)
- "Start with GX Core or Soda Core for data quality testing" (MiniMax M2.5, Data observability)
- "Best Free Code-First Option ... You can run data quality checks as code in your CI/CD pipelines for free." (DeepSeek V4 Flash, Data observability)

## And against it

- "Open-source data quality engines (like Great Expectations or Soda) ... self-hosting and maintaining them at scale requires significant engineering bandwidth." (Gemini 3.5 Flash, Data observability)
- "It's fast and flexible, but limited to the command line. There's no UI, alerting, or centralized tracking." (Muse Glimmer 30B, Data observability)
- "Caution: Per-table pricing can escalate quickly with many tables" (Kimi K2, Data observability)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 1 | 0 | 0 | 0 | 1 |
| Gemini 3.5 Flash | 0 | 1 | 0 | 1 | 2 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 1 | 1 | 0 | 2 |
| Llama 4 Maverick | 0 | 0 | 1 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 0 | 1 | 1 |
| GLM 4.7 FlashX | 1 | 0 | 0 | 0 | 1 |
| MiniMax M2.5 | 1 | 0 | 0 | 0 | 1 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 0 | 1 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named Soda Core, from 15 of the 19 answers that named it (only the models that return a source list).

### Domains cited

- atlan.com: 7
- datakitchen.io: 7
- g2.com: 6
- metaplane.dev: 6
- algoscale.com: 5
- dev.to: 5
- groundcover.com: 5
- integrate.io: 5
- kanerika.com: 5
- apica.io: 4

### Pages cited

- https://atlan.com/know/data-observability-tools: 6
- https://datakitchen.io/answers/best-free-open-source-data-quality-observability-tools-2026: 6
- https://algoscale.com/data-engineering/best-data-observability-tools: 5
- https://groundcover.com/guides/observability-platforms-cost-predictability: 5
- https://integrate.io/blog/top-data-observability-tools: 5
- https://kanerika.com/blogs/data-observability-tools: 5
- https://apica.io/blog/how-to-choose-the-best-observability-tools: 4
- https://dev.to/iblaine/how-much-does-data-observability-cost-in-2026-58e1: 4

## In its own words

What Soda Core's own pages state, read 2026-10-05. Stated by the vendor, not checked by the index.

- Positioning: The AI-native, fully automated data quality platform. Find, understand and fix data quality issues in seconds with Soda. From table to record-level. (https://soda.io/)
- Certifications: SOC 2 Type II, SOC 3, DORA, GDPR
- Customers named: 2K, HelloFresh, CarTrawler, GROUP 1001

## What it publishes

Every page soda.io exposes, read 2026-09-29: 700 addresses. By kind, pages and the last 90 days:

- blog: 94 pages, 8 in the last 90 days, latest 2026-08-19
- conference or event: 20 pages, 2 in the last 90 days, latest 2026-08-11
- report or ebook: 1 pages, 0 in the last 90 days, latest undated
- comparison: 13 pages, 2 in the last 90 days, latest 2026-07-21
- template or tool: 21 pages, 21 in the last 90 days, latest 2026-09-25
- glossary or explainer: 3 pages, 0 in the last 90 days, latest 2026-06-08
- Recent: 2026-09-25 template or tool: Salesforce account ingestion https://soda.io/templates/salesforce-account-ingestion
- Recent: 2026-09-25 template or tool: Platform automation https://soda.io/templates/platform-automation
- Recent: 2026-09-25 template or tool: Streaming event contracts https://soda.io/templates/streaming-event-contracts
- Recent: 2026-09-25 template or tool: Offer snapshots https://soda.io/templates/offer-snapshots
- Recent: 2026-09-25 template or tool: Source aligned events https://soda.io/templates/source-aligned-events
- Recent: 2026-09-25 template or tool: Customer transactions https://soda.io/templates/customer-transactions

## Record

- Method: https://www.gane.ai/index/it/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/it.