# Alteryx: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 10 judge labels across 3 categories by 8 of 14 models. Page: https://www.gane.ai/index/it/vendors/alteryx

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [ETL and ELT](https://www.gane.ai/index/it/it-data/etl-and-elt/index.md) | 0% | 86 | 75% | 4 |
| [ML platforms](https://www.gane.ai/index/it/it-data/ml-platforms/index.md) | 0% | 25 | 0% | 4 |
| [Data quality and observability](https://www.gane.ai/index/it/it-data/data-quality-and-observability/index.md) | 0% | 118 | 50% | 2 |

## And against it

- "Caution level: High (for data engineering teams)... dangerous as a platform for production data pipelines" (DeepSeek V4 Flash, Data observability)
- "The downside? Pricing starts at $5,195 per user and quickly escalates to $50,000+ annually." (Muse Glimmer 30B, ETL)
- "They may be excessive if you need only straightforward SaaS-to-warehouse replication" (Perplexity Sonar, ETL)
- "High cost (especially for small teams/startups), steep learning curve" (Grok 4.20, ETL)

## By model

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

## Sources returned with these answers

The sites and pages cited by the answers that named Alteryx, from 23 of the 25 answers that named it (only the models that return a source list).

### Domains cited

- g2.com: 14
- airbyte.com: 8
- mammoth.io: 6
- eweek.com: 5
- gane.ai/index: 5
- hevodata.com: 5
- integrate.io: 5
- techvendorindex.com: 5
- ciopages.com: 4
- linkedin.com: 4

### Pages cited

- https://mammoth.io/blog/best-etl-tools: 6
- https://airbyte.com/top-etl-tools-for-sources/etl-tools: 5
- https://ciopages.com/buyer-guides/ai-ml-platform: 4
- https://eweek.com/artificial-intelligence/machine-learning-solutions: 4
- https://g2.com/categories/etl-tools/small-business: 4
- https://rajeshkumar.xyz/blog/machine-learning-platforms: 4
- https://hevodata.com/learn/etl-tools-for-small-businesses: 3
- https://techvendorindex.com/compare/best-etl-for-small-business: 3

## In its own words

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

- Positioning: AI Data Analytics Platform (https://alteryx.com/)
- For: analysts and enterprises (https://alteryx.com/)
- Free plan or trial: Start Free Trial (https://alteryx.com/)
- Integrations claimed: 6 (https://alteryx.com/)
- Certifications: ISO 27001, SOC 2 Type II, ISO 22301, CSA STAR, HIPAA
- Customers named: Siemens Energy, Bank of America, Coca Cola, BT, McLaren Racing, Papa Johns, FWD Insurance, Bank al Etihad

## What it publishes

Every page alteryx.com exposes, read 2026-09-29: 12107 addresses. By kind, pages and the last 90 days:

- blog: 924 pages, 21 in the last 90 days, latest 2026-09-25
- case study: 119 pages, 7 in the last 90 days, latest 2026-08-11
- webinar or virtual event: 435 pages, 13 in the last 90 days, latest 2026-10-23
- conference or event: 41 pages, 15 in the last 90 days, latest 2027-12-31
- report or ebook: 179 pages, 5 in the last 90 days, latest 2026-09-16
- comparison: 39 pages, 1 in the last 90 days, latest 2026-08-24
- template or tool: 3513 pages, 0 in the last 90 days, latest undated
- glossary or explainer: 189 pages, 4 in the last 90 days, latest 2026-09-21
- podcast or video: 16 pages, 0 in the last 90 days, latest 2026-02-11
- news or press: 5 pages, 0 in the last 90 days, latest 2023-03-11
- Recent: 2027-12-31 conference or event: Alteryx on tour agentic analytics starts here https://www.alteryx.com/events/alteryx-on-tour-agentic-analytics-starts-here
- Recent: 2026-11-17 conference or event: Office of finance https://www.alteryx.com/events/office-of-finance
- Recent: 2026-11-12 conference or event: Amsterdam alteryx on tour https://www.alteryx.com/events/amsterdam-alteryx-on-tour
- Recent: 2026-11-04 conference or event: Techtalkalteryx 2026 https://www.alteryx.com/events/techtalkalteryx-2026
- Recent: 2026-10-23 webinar or virtual event: Your first claude automation with alteryx https://www.alteryx.com/resources/webinar/your-first-claude-automation-with-alteryx
- Recent: 2026-10-23 webinar or virtual event: Alteryx in action practical governance using genai with alteryx https://www.alteryx.com/resources/webinar/alteryx-in-action-practical-governance-using-genai-with-alteryx

## 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.