# Zoho Analytics: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 11 judge labels across 1 category by 9 of 14 models. Page: https://www.gane.ai/index/it/vendors/zoho-analytics

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Embedded analytics](https://www.gane.ai/index/it/it-data/embedded-analytics/index.md) | 2% | 7 | 0% | 11 |

## What the models said for it

- "Zoho Analytics is the best overall choice if you need polished, white-label embedded analytics" (Perplexity Sonar, Embedded analytics)
- "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, Embedded analytics)
- "For white-label embedding on a tight budget, Zoho Analytics and Dashrendr are strong choices." (Mistral Small, Embedded analytics)
- "Excellent Power BI alternative for cost-conscious teams. Strong white-label embedding" (Grok 4.20, Embedded analytics)

## 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 | 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 |

## Sources returned with these answers

The sites and pages cited by the answers that named Zoho Analytics, from 41 of the 41 answers that named it (only the models that return a source list).

### Domains cited

- upsolve.ai: 23
- softwareadvice.com: 21
- zoho.com: 20 (its own site)
- qrvey.com: 18
- selecthub.com: 17
- capterra.com: 15
- mammoth.io: 15
- softwaresuggest.com: 15
- draxlr.com: 12
- techtarget.com: 11

### Pages cited

- https://softwareadvice.com/embedded-analytics: 21
- https://qrvey.com/blog/best-embedded-analytics-tools: 17
- https://selecthub.com/c/embedded-analytics-tools: 17
- https://upsolve.ai/blog/embedded-analytics-tools: 17
- https://mammoth.io/blog/embedded-analytics-tools: 15
- https://softwaresuggest.com/embedded-analytics-software: 15
- https://draxlr.com/blogs/best-embedded-analytics-tools: 10
- https://techtarget.com/news/Evaluate-8-of-the-top-embedded-analytics-tools/842843: 10

## In its own words

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

- Positioning: Cloud Business Intelligence (BI) Tool for 2026 (https://www.zoho.com/analytics/cloud-bi.html)
- For: SMBs, Large Enterprises, Developers (https://www.zoho.com/analytics/cloud-bi.html)
- Price stated: Start your 15-day free trial. No credit card required (https://www.zoho.com/analytics/cloud-bi.html)
- Starting price: 0 (https://www.zoho.com/analytics/dashboards.html)
- Free plan or trial: 15-day free trial (https://www.zoho.com/analytics/cloud-bi.html)
- Integrations claimed: 500 (https://www.zoho.com/analytics/cloud-bi.html)
- Hosting: US data center, US
- Customers named: Versa Creative, LuxerOne, Peri CRM, AQUAGROUP, Group Nish, Fabrication Enterprises Inc

## 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.