# Zoho DataPrep: 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/it/vendors/zoho-dataprep

## 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% | 34 | 0% | 2 |

## What the models said for it

- "Visual, AI-assisted data preparation & enrichment | Zoho DataPrep" (GLM 4.7 FlashX, ETL)

## 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 | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 1 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 1 | 0 | 0 | 1 |
| 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 Zoho DataPrep, from 4 of the 4 answers that named it (only the models that return a source list).

### Domains cited

- airbyte.com: 3
- hevodata.com: 3
- zoho.com: 3 (its own site)
- datachannel.co: 2
- informationweek.com: 2
- skyvia.com: 2
- tapdata.io: 2
- aampe.com: 1
- bladepipe.com: 1
- dataquest.io: 1

### Pages cited

- https://airbyte.com/top-etl-tools-for-sources/etl-tools: 3
- https://zoho.com/dataprep/the-best-etl-tools-2026.html: 3
- https://datachannel.co/blogs/top-15-etl-tools: 2
- https://hevodata.com/learn/etl-tools-for-small-businesses: 2
- https://informationweek.com/data-management/the-top-etl-tools-for-2024: 2
- https://tapdata.io/blog/best-etl-tools-2024-seamless-integration-guide: 2
- https://aampe.com/blog/7-best-etl-tools-in-2024: 1
- https://airbyte.com/compare: 1

## What it publishes

Every page zoho.com exposes, read 2026-09-29: 14035 addresses. By kind, pages and the last 90 days:

- blog: 164 pages, 12 in the last 90 days, latest 2026-09-28
- case study: 196 pages, 0 in the last 90 days, latest undated
- webinar or virtual event: 32 pages, 0 in the last 90 days, latest undated
- conference or event: 170 pages, 0 in the last 90 days, latest undated
- report or ebook: 247 pages, 1 in the last 90 days, latest 2026-09-09
- comparison: 82 pages, 0 in the last 90 days, latest 2015-12-11
- template or tool: 183 pages, 0 in the last 90 days, latest undated
- glossary or explainer: 35 pages, 0 in the last 90 days, latest 2021-07-15
- podcast or video: 65 pages, 0 in the last 90 days, latest undated
- news or press: 44 pages, 0 in the last 90 days, latest undated
- Recent: 2026-09-28 blog: App spotlight kit extension for zoho crm https://www.zoho.com/blog/marketplace/app-spotlight-kit-extension-for-zoho-crm.html
- Recent: 2026-09-28 blog: App spotlight benchmark email for zoho crm https://www.zoho.com/blog/marketplace/app-spotlight-benchmark-email-for-zoho-crm.html
- Recent: 2026-09-25 blog: Pro tips 4 tips to overcome data problems in your crm https://www.zoho.com/blog/marketplace/pro-tips-4-tips-to-overcome-data-problems-in-your-crm.html
- Recent: 2026-09-25 blog: Pdf editor https://www.zoho.com/blog/workplace/pdf-editor.html
- Recent: 2026-09-24 blog: Introducing zoho agentinbox https://www.zoho.com/blog/agentinbox/introducing-zoho-agentinbox.html
- Recent: 2026-09-24 blog: Introducing zoho dap https://www.zoho.com/blog/dap/introducing-zoho-dap.html

## 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.