ETL and ELT · Named, not rankedZoho DataPrep
Named, too few times to rank.
A product needs 10 labels in a category before a share is stated. Zoho DataPrep has 2.
Why models recommend it
“Visual, AI-assisted data preparation & enrichment | Zoho DataPrep”GLM 4.7 FlashX · Comparative question · alternative
What gives them pause
No model argued against it.
Also on the shortlist
The products named in the same answers as Zoho DataPrep, over the 4 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 4 | 1 | View → | |
| 4 | 1 | View → | |
| 3 | 1 | View → | |
| 3 | 0 | View → | |
| 2 | 0 | View → | |
| 2 | 0 | View → | |
| 2 | 0 | View → | |
| 1 | 0 | View → | |
| 1 | 0 | View → | |
| 1 | 0 | View → |
A side-by-side page exists where both products are among a category's top eight.
How this is measured
Fourteen AI models from 12 labs are asked the same buying questions six ways, for three company sizes. Standings refresh every edition.
Gane sells AI visibility software. No company can pay to change a result.
Read the method →Sources returned with these answers
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted. These counts come from 4 of the 4 answers that named Zoho DataPrep and are not a share of its labels.
Domains cited
Seventeen of the twenty domain citations in answers naming Zoho DataPrep came from a third party's page.
Pages cited
Pages are listed as the models cited them.
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 |
What it publishes
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Report or ebook | 247 | 1 | 2026-09-09 | ||
| Case study | 196 | undated | |||
| Template or tool | 183 | undated | |||
| Conference or event | 170 | undated | |||
| Blog | 164 | 12 | 2026-09-28 | ||
| Comparison | 82 | 0 | 2015-12-11 | ||
| Podcast or video | 65 | undated | |||
| News or press | 44 | undated | |||
| Glossary or explainer | 35 | 0 | 2021-07-15 | ||
| Webinar or virtual event | 32 | undated |
Most recent
- 2026-09-28App spotlight kit extension for zoho crm blog
- 2026-09-28App spotlight benchmark email for zoho crm blog
- 2026-09-25Pro tips 4 tips to overcome data problems in your crm blog
- 2026-09-25Pdf editor blog
- 2026-09-24Introducing zoho agentinbox blog
- 2026-09-24Introducing zoho dap blog
How it is countedHide how it is counted
Every page zoho.com exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. Read September 29, 2026.