# RudderStack: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 76 judge labels across 7 categories by 14 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/rudderstack

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Customer data platforms](https://www.gane.ai/index/gtm/gtm-data/customer-data-platforms/index.md) | 15% | 2 | 0% | 39 |
| [Data management platforms](https://www.gane.ai/index/gtm/gtm-data/data-management-platforms/index.md) | 9% | 2 | 0% | 18 |
| [Identity resolution](https://www.gane.ai/index/gtm/gtm-data/identity-resolution/index.md) | 2% | 17 | 0% | 3 |
| [Customer intelligence and data science](https://www.gane.ai/index/gtm/gtm-data/customer-intelligence-and-data-science/index.md) | 0% | 26 | 0% | 9 |
| [Tag management](https://www.gane.ai/index/gtm/gtm-data/tag-management/index.md) | 0% | 22 | 40% | 5 |
| [Product analytics](https://www.gane.ai/index/gtm/gtm-data/product-analytics/index.md) | 0% | 44 | 0% | 1 |
| [Web analytics](https://www.gane.ai/index/gtm/gtm-data/web-analytics/index.md) | 0% | 74 | 0% | 1 |

## What the models said for it

- "often rated best value for small teams... Segment free tier or RudderStack free open-source tier are the usual starting points" (Muse Glimmer 30B, CDP)
- "Prioritize Warehouse-Native or Composable solutions (e.g., RudderStack, AWS Entity Resolution, or Hightouch/Census)" (Gemini 3.5 Flash, Identity)
- "the strongest default choice is usually RudderStack, especially its Free plan or open-source option" (GPT-5.4 mini, CDP)
- "The Best Overall Free Option: RudderStack ... is the market leader for open-source data infrastructure." (GLM 4.7 FlashX, CDP)

## And against it

- "Avoid Paid CDPs Mislabeled as TMS: Tools like Segment, Tealium iQ, or RudderStack" (Gemini 3.5 Flash, Tag management)
- "pricing starts higher and is more complex" (GLM 4.7 FlashX, Tag management)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 1 | 2 | 0 | 3 |
| GPT-5.4 mini | 2 | 2 | 0 | 0 | 4 |
| Gemini 3.5 Flash | 3 | 7 | 4 | 1 | 15 |
| Perplexity Sonar | 0 | 4 | 0 | 0 | 4 |
| Grok 4.20 | 2 | 5 | 5 | 0 | 12 |
| Mistral Small | 1 | 0 | 0 | 0 | 1 |
| DeepSeek V4 Flash | 1 | 5 | 1 | 0 | 7 |
| Llama 4 Maverick | 1 | 2 | 0 | 0 | 3 |
| Qwen 3.7 Flash | 1 | 3 | 0 | 0 | 4 |
| Kimi K2 | 0 | 2 | 4 | 0 | 6 |
| GLM 4.7 FlashX | 1 | 2 | 1 | 1 | 5 |
| MiniMax M2.5 | 0 | 3 | 2 | 0 | 5 |
| GPT-6 Luna | 1 | 0 | 0 | 0 | 1 |
| Muse Glimmer 30B | 1 | 5 | 0 | 0 | 6 |

## Sources returned with these answers

The sites and pages cited by the answers that named RudderStack, from 166 of the 197 answers that named it (only the models that return a source list).

### Domains cited

- g2.com: 89
- albato.com: 70
- coffee.ai: 44
- zapier.com: 42
- forbes.com: 39
- hightouch.com: 35
- cdp.com: 34
- gane.ai/index: 33
- resources.rework.com: 30
- spotsaas.com: 30

### Pages cited

- https://albato.com/blog/publications/best-customer-data-platform-software: 69
- https://zapier.com/blog/customer-data-platform: 41
- https://forbes.com/advisor/business/software/best-customer-data-platform: 39
- https://coffee.ai/articles/affordable-cdp-small-businesses-us: 38
- https://g2.com/categories/customer-data-platform-cdp/small-business: 38
- https://spotsaas.com/list/customer-data-platform--cdp-/for-small-business: 25
- https://cdp.com/basics/cdp-vendors: 24
- https://aboutmartech.com/blog/best-customer-data-platform: 23

## In its own words

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

- Positioning: The agentic customer data platform (https://rudderstack.com/)
- For: data teams (https://rudderstack.com/)
- Price stated: Free $0 free forever; Growth $265 /month; Enterprise Custom (https://www.rudderstack.com/pricing)
- Starting price: $0 (https://www.rudderstack.com/pricing)
- Free plan or trial: Try for free (https://rudderstack.com/)
- Integrations claimed: 200 (https://rudderstack.com/)
- Certifications: SOC 2 Type II, GDPR, HIPAA
- Customers named: VSCO, Glassdoor, Fullscript, Bolcom, Wyze, Manscaped, Nuts

## What it publishes

Every page rudderstack.com exposes, read 2026-09-29: 10000 addresses. By kind, pages and the last 90 days:

- blog: 383 pages, 0 in the last 90 days, latest undated
- case study: 39 pages, 0 in the last 90 days, latest undated
- webinar or virtual event: 78 pages, 0 in the last 90 days, latest undated
- conference or event: 25 pages, 0 in the last 90 days, latest undated
- report or ebook: 452 pages, 0 in the last 90 days, latest undated
- comparison: 61 pages, 0 in the last 90 days, latest undated
- glossary or explainer: 19 pages, 0 in the last 90 days, latest undated
- podcast or video: 1 pages, 0 in the last 90 days, latest undated

## Record

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