Zoho Analytics is a cloud business intelligence tool from Zoho for building dashboards and data visualizations · zoho.com ↗
The standing depends on who is buying. Every model is asked the same questions for each company size.
Metabase is first at 34%.
Metabase is first at 30%. 0 of 14 models made it the first choice when asked directly.
Sisense is first at 30%.
“Zoho Analytics is the best overall choice if you need polished, white-label embedded analytics”Perplexity Sonar · Budget-constrained question · first choice
“Zoho Analytics is a solid pick if you want to embed branded dashboards and reports into your own product or portal without a big budget.”Muse Glimmer 30B · Direct question · alternative
“For white-label embedding on a tight budget, Zoho Analytics and Dashrendr are strong choices.”Mistral Small · Budget-constrained question · alternative
“Excellent Power BI alternative for cost-conscious teams. Strong white-label embedding”Grok 4.20 · Paraphrase question · alternative
No model argued against it.
The products named in the same answers as Zoho Analytics, over the 41 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 28 | 3 | Compare → | |
| 27 | 11 | Compare → | |
| 23 | 4 | Compare → | |
| 20 | 0 | View → | |
| 18 | 0 | Compare → | |
| 18 | 0 | View → | |
| 16 | 0 | View → | |
| 11 | 2 | Compare → | |
| 9 | 2 | View → | |
| 9 | 0 | View → |
What the models named instead of Zoho Analytics →
A side-by-side page exists where both products are among a category's top eight.
Stated on Zoho Analytics's own site, not checked by Gane.
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 →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 41 of the 41 answers that named Zoho Analytics and are not a share of its labels.
147 of the 167 domain citations in answers naming Zoho Analytics came from a third party's page.
Pages are listed as the models cited them.
| 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 | 1 | 0 | 0 | 0 | 1 |
| Grok 4.20 | 0 | 1 | 0 | 0 | 1 |
| Mistral Small | 0 | 1 | 0 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 1 | 0 | 0 | 1 |
| Llama 4 Maverick | 0 | 0 | 1 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 1 | 0 | 0 | 1 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 2 | 0 | 2 |
| MiniMax M2.5 | 0 | 1 | 0 | 0 | 1 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 2 | 0 | 0 | 2 |
| 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 |
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.