# Snowflake: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 2 judge labels across 1 category by 2 of 14 models. Page: https://www.gane.ai/index/finance/vendors/snowflake

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [SaaS metrics and analytics](https://www.gane.ai/index/finance/planning/saas-metrics-and-analytics/index.md) | 0% | 85 | 50% | 2 |

## And against it

- "Only move to custom BI pipelines (Looker, Metabase, Snowflake) when you reach enterprise scale" (Gemini 3.5 Flash, SaaS metrics)

## 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 | 1 | 1 |
| 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 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 1 | 0 | 1 |
| 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 Snowflake, from 3 of the 5 answers that named it (only the models that return a source list).

### Domains cited

- databox.com: 2
- swetrix.com: 2
- amplitude.com: 1
- baremetrics.com: 1
- betterlaunch.co: 1
- buildbusinessresults.com: 1
- chartmogul.com: 1
- churntools.com: 1
- cllimber.com: 1
- docs.zuora.com: 1

### Pages cited

- https://swetrix.com/blog/analytics-for-saas-startups: 2
- https://amplitude.com/enterprise: 1
- https://amplitude.com/guides/product-analytics: 1
- https://baremetrics.com/blog/5-mistakes-to-avoid-when-tracking-saas-metrics: 1
- https://betterlaunch.co/blog/best-analytics-tools: 1
- https://buildbusinessresults.com/the-startup-founders-guide-to-analytics-bbr: 1
- https://chartmogul.com/saas-metrics/cheat-sheet: 1
- https://churntools.com/blog/how-to-choose-saas-metrics-tool: 1

## In its own words

What Snowflake's own pages state, read 2026-09-28. Stated by the vendor, not checked by the index.

- Positioning: The Snowflake AI Data Cloud - Mobilize Data, Apps, and AI (https://snowflake.com/)
- For: organizations (https://snowflake.com/)
- Price stated: Discover Snowflake pricing editions tailored to your security and compliance needs. Discover how you only pay for the storage and compute resources you use. (https://www.snowflake.com/pricing/?lang=ja)
- Free plan or trial: start for free (https://snowflake.com/)
- Customers named: Under Armour, Novo Nordisk, United Rentals, Booking.com, Fanatics, AT&T, Canva, Penske

## What it publishes

Every page snowflake.com exposes, read 2026-09-29: 11795 addresses. By kind, pages and the last 90 days:

- blog: 1589 pages, 7 in the last 90 days, latest 2026-09-28
- case study: 386 pages, 0 in the last 90 days, latest undated
- webinar or virtual event: 633 pages, 1 in the last 90 days, latest 2026-09-11
- conference or event: 139 pages, 9 in the last 90 days, latest 2026-10-27
- report or ebook: 900 pages, 0 in the last 90 days, latest undated
- comparison: 18 pages, 1 in the last 90 days, latest 2026-09-03
- template or tool: 5 pages, 0 in the last 90 days, latest 2025-12-09
- glossary or explainer: 131 pages, 0 in the last 90 days, latest 2026-04-02
- podcast or video: 315 pages, 0 in the last 90 days, latest undated
- news or press: 242 pages, 0 in the last 90 days, latest undated
- Recent: 2026-10-27 conference or event: Rotterdam https://www.snowflake.com/en/world-tour/rotterdam
- Recent: 2026-10-15 conference or event: New York City https://www.snowflake.com/en/world-tour/nyc
- Recent: 2026-09-30 conference or event: London https://www.snowflake.com/en/world-tour/london
- Recent: 2026-09-29 conference or event: Toronto https://www.snowflake.com/en/world-tour/toronto
- Recent: 2026-09-29 conference or event: Berlin https://www.snowflake.com/en/world-tour/berlin
- Recent: 2026-09-28 blog: Scaling mission ai lessons public sector https://www.snowflake.com/en/blog/scaling-mission-ai-lessons-public-sector/

## Record

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