# Soda: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 46 judge labels across 1 category by 14 of 14 models. Page: https://www.gane.ai/index/it/vendors/soda

## 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) | 10% | 3 | 17% | 46 |

## What the models said for it

- "For most mid-sized B2B companies, I'd recommend Soda as the starting point" (Perplexity Sonar, Data observability)
- "start with Soda Free or Metaplane free tier, and Integrate.io's 3 free alerts" (Muse Glimmer 30B, Data observability)
- "Soda is highlighted as the budget-friendly start for mid-sized orgs" (Muse Glimmer 30B, Data observability)
- "I'd generally recommend Soda as the best starting point." (GPT-5.4 mini, Data observability)

## And against it

- "Learning curve for non-coders (YAML-based checks can feel technical), and it's not always a full end-to-end replacement for broader tools" (Grok 4.20, Data observability)
- "Soda is a rule-based data quality assertion tool - well-suited for dbt workflows but not a full operational pipeline." (Muse Glimmer 30B, Data observability)
- "often praised for flexibility, but you should be cautious if you don't want to own a rules/config-heavy workflow" (GPT-5.4 mini, Data observability)
- "Soda is more of a data quality testing framework than a full observability platform... Limited scope" (DeepSeek V4 Flash, Data observability)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 2 | 1 | 1 | 4 |
| GPT-5.4 mini | 1 | 1 | 1 | 1 | 4 |
| Gemini 3.5 Flash | 0 | 2 | 0 | 0 | 2 |
| Perplexity Sonar | 1 | 2 | 0 | 1 | 4 |
| Grok 4.20 | 0 | 2 | 0 | 1 | 3 |
| Mistral Small | 0 | 1 | 1 | 0 | 2 |
| DeepSeek V4 Flash | 0 | 1 | 1 | 2 | 4 |
| Llama 4 Maverick | 0 | 0 | 1 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 3 | 0 | 0 | 3 |
| Kimi K2 | 0 | 2 | 1 | 1 | 4 |
| GLM 4.7 FlashX | 0 | 3 | 0 | 0 | 3 |
| MiniMax M2.5 | 0 | 3 | 0 | 0 | 3 |
| GPT-6 Luna | 1 | 3 | 1 | 0 | 5 |
| Muse Glimmer 30B | 2 | 1 | 0 | 1 | 4 |

## Sources returned with these answers

The sites and pages cited by the answers that named Soda, from 124 of the 133 answers that named it (only the models that return a source list).

### Domains cited

- g2.com: 53
- research.isg-one.com: 53
- atlan.com: 39
- algoscale.com: 31
- datakitchen.io: 31
- kanerika.com: 25
- montecarlo.ai: 25
- metaplane.dev: 24
- datastackindex.com: 22
- getorchestra.io: 22

### Pages cited

- https://research.isg-one.com/buyers-guide/analytics_and_data/data_observability/2024: 43
- https://atlan.com/know/data-observability-tools: 33
- https://algoscale.com/data-engineering/best-data-observability-tools: 31
- https://kanerika.com/blogs/data-observability-tools: 24
- https://research.isg-one.com/market-perspectives/isg-buyers-guide-for-data-observability-classifies-and-rates-software-providers: 23
- https://g2.com/categories/data-observability/small-business: 18
- https://integrate.io/blog/top-data-observability-tools: 16
- https://research.oz.spotlightar.com/reports/magic-quadrant-observability-platforms-2024/leaders: 16

## In its own words

What Soda'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. (https://soda.io/)
- For: Engineers run it as code. Business runs it in an interface. (https://soda.io/)
- Price stated: Free: $0 per month; Team: $750 per month; Enterprise: Custom pricing (https://soda.io/pricing)
- Starting price: 0 (https://soda.io/pricing)
- Free plan or trial: Free account; No credit card required (https://soda.io/pricing)
- Integrations claimed: 70 (https://soda.io/product/mcp); 48 (https://soda.io/integrations) (pages disagree)
- Certifications: SOC 2 Type II, SOC 3, DORA, GDPR

## 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.