# Secoda: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 27 judge labels across 2 categories by 13 of 14 models. Page: https://www.gane.ai/index/it/vendors/secoda

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Data catalogs and governance](https://www.gane.ai/index/it/it-data/data-catalogs-and-governance/index.md) | 13% | 3 | 4% | 26 |
| [Data security posture management](https://www.gane.ai/index/it/security/data-security-posture-management/index.md) | 0% | 58 | 0% | 1 |

## What the models said for it

- "If you want the cheapest, fastest adoption with AI-assisted search, Secoda is the most common mid-market recommendation today." (Muse Glimmer 30B, Data catalogs)
- "Secoda is frequently highlighted as the strongest recommendation for most mid-market B2B companies" (Mistral Small, Data catalogs)
- "Strongest fit for ~500 employees): *Examples:* Atlan, Select Star, Secoda, CastorDoc, DataHub" (Gemini 3.5 Flash, Data catalogs)
- "Cloud-native independent platforms (e.g., Atlan, Secoda, OvalEdge) for faster time-to-value" (Kimi K2, Data catalogs)

## And against it

- "mentioned as being "criticized challengers" or having negative reviews" (Llama 4 Maverick, Data catalogs)

## By model

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

## Sources returned with these answers

The sites and pages cited by the answers that named Secoda, from 70 of the 81 answers that named it (only the models that return a source list).

### Domains cited

- atlan.com: 48
- kanerika.com: 32
- erstudio.com: 31
- ovaledge.com: 26
- datadrivendaily.com: 23
- softwareadvice.com: 23
- decube.io: 22
- g2.com: 20
- github.com: 18
- dqlabs.ai: 17

### Pages cited

- https://atlan.com/data-catalog-tools: 32
- https://erstudio.com/blog/data-catalog-tools: 30
- https://kanerika.com/blogs/data-catalog-tools: 29
- https://datadrivendaily.com/data-catalog-tools-compared-the-2026-guide: 23
- https://softwareadvice.com/data-catalog: 21
- https://dqlabs.ai/blog/best-data-catalog-tools-in-2026-a-practitioners-buyer-guide: 17
- https://ovaledge.com/blog/top-data-catalogs: 17
- https://decube.io/post/top-data-catalog-tools: 16

## In its own words

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

- Positioning: The AI platform for data and analytics (https://secoda.co/)
- For: teams of all sizes (https://www.secoda.co/pricing)
- Free plan or trial: Start for free (https://www.secoda.co/pricing)
- Integrations claimed: 50 (https://www.secoda.co/integrations)
- Certifications: SOC 2
- Customers named: Lichtblick, Miinto, Dialpad, Kaufland e-commerce, Deezer, Alegeus, Homebot, Transformco

## What it publishes

Every page secoda.co exposes, read 2026-10-05: 2721 addresses. By kind, pages and the last 90 days:

- blog: 557 pages, 0 in the last 90 days, latest undated
- case study: 37 pages, 0 in the last 90 days, latest undated
- conference or event: 18 pages, 0 in the last 90 days, latest undated
- report or ebook: 4 pages, 0 in the last 90 days, latest undated
- comparison: 69 pages, 0 in the last 90 days, latest undated
- template or tool: 2 pages, 0 in the last 90 days, latest undated
- glossary or explainer: 1225 pages, 0 in the last 90 days, latest undated
- podcast or video: 12 pages, 0 in the last 90 days, latest undated
- news or press: 2 pages, 0 in the last 90 days, latest 2025-11-07
- Recent: 2025-11-07 news or press: Announcements https://docs.secoda.co/features/announcements

## 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.