# Soda Data Quality: how AI models rank it, November 2026

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

## 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) | 2% | 21 | 0% | 1 |

## What the models said for it

- "Top Recommendation: Soda Data Quality ... Best overall pick for mid-sized B2B companies" (DeepSeek V4 Flash, Data observability)

## By model

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

## Sources returned with these answers

The sites and pages cited by the answers that named Soda Data Quality, from 1 of the 1 answers that named it (only the models that return a source list).

### Domains cited

- capterra.co.uk: 1
- ciopages.com: 1
- cognism.com: 1
- datakitchen.io: 1
- g2.com: 1
- metaplane.dev: 1
- prospeo.io: 1
- reddit.com: 1
- slashdot.org: 1
- soda.io: 1 (its own site)

### Pages cited

- https://capterra.co.uk/directory/31126/data-quality/software: 1
- https://ciopages.com/buyer-guides/data-quality-observability: 1
- https://cognism.com/blog/data-cleansing-tools: 1
- https://datakitchen.io/blog/data-quality-and-data-observability-market-converged-nobody-told-the-pricing: 1
- https://g2.com/categories/data-quality: 1
- https://g2.com/categories/data-quality/f/crm: 1
- https://g2.com/categories/data-quality/small-business: 1
- https://g2.com/products/soda/reviews: 1

## 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.