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

Gane Index, November 2026 Edition. Named in 72 judge labels across 6 categories by 14 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/adobe-analytics

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Web analytics](https://www.gane.ai/index/gtm/gtm-data/web-analytics/index.md) | 0% | 20 | 32% | 34 |
| [Customer intelligence and data science](https://www.gane.ai/index/gtm/gtm-data/customer-intelligence-and-data-science/index.md) | 0% | 30 | 31% | 16 |
| [Attribution and marketing mix modeling](https://www.gane.ai/index/gtm/marketing/attribution-mmm/index.md) | 0% | 145 | 50% | 14 |
| [Product analytics](https://www.gane.ai/index/gtm/gtm-data/product-analytics/index.md) | 0% | 32 | 25% | 4 |
| [Audience and consumer insights platforms](https://www.gane.ai/index/gtm/marketing/audience-and-consumer-insights/index.md) | 0% | 47 | 0% | 3 |
| [Customer data platforms](https://www.gane.ai/index/gtm/gtm-data/customer-data-platforms/index.md) | 0% | 62 | 100% | 1 |

## What the models said for it

- "Google Analytics and Adobe Analytics are the most widely used web analytics tools." (Claude Haiku 4.5, Web analytics)
- "Adobe represents the gold standard for enterprise customer analytics" (MiniMax M2.5, Customer intel)
- "ideal for large organizations that need granular data and robust governance, but it comes with a high cost and steeper learning curve" (Mistral Small, Web analytics)
- "All-in-One | Adobe Analytics | Expensive, but integrates marketing, commerce, and personalization deeply." (Qwen 3.7 Flash, Web analytics)

## And against it

- "Also faces significant criticism (42% negative rate), particularly around data fragmentation, cookie dependency, and outdated modeling approaches." (Mistral Small, Attribution & MMM)
- "I recommend avoiding the massive legacy giants (Adobe Analytics, Salesforce DMP) unless you have a dedicated IT engineering team." (Qwen 3.7 Flash, Attribution & MMM)
- "Avoid if you are a Small-to-Medium Business (SMB) or a mid-market company without dedicated full-time analytics engineers" (Gemini 3.5 Flash, Customer intel)
- "What to Avoid on a Limited Budget - Adobe Analytics / Adobe Mix Modeler — enterprise pricing ($2,000+/mo)" (DeepSeek V4 Flash, Attribution & MMM)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 1 | 1 | 1 | 2 | 5 |
| GPT-5.4 mini | 0 | 2 | 0 | 2 | 4 |
| Gemini 3.5 Flash | 0 | 2 | 1 | 2 | 5 |
| Perplexity Sonar | 0 | 2 | 0 | 0 | 2 |
| Grok 4.20 | 0 | 3 | 2 | 6 | 11 |
| Mistral Small | 0 | 1 | 5 | 3 | 9 |
| DeepSeek V4 Flash | 0 | 1 | 2 | 1 | 4 |
| Llama 4 Maverick | 0 | 0 | 1 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 3 | 0 | 4 | 7 |
| Kimi K2 | 0 | 2 | 1 | 2 | 5 |
| GLM 4.7 FlashX | 0 | 3 | 0 | 1 | 4 |
| MiniMax M2.5 | 1 | 1 | 4 | 1 | 7 |
| GPT-6 Luna | 0 | 2 | 0 | 0 | 2 |
| Muse Glimmer 30B | 0 | 3 | 2 | 1 | 6 |

## Sources returned with these answers

The sites and pages cited by the answers that named Adobe Analytics, from 198 of the 236 answers that named it (only the models that return a source list).

### Domains cited

- g2.com: 63
- amplitude.com: 49
- linkedin.com: 44
- softwareadvice.com: 42
- mixpanel.com: 37
- gane.ai/index: 36
- matomo.org: 35
- usermaven.com: 35
- getapp.com: 34
- capterra.com: 32

### Pages cited

- https://linkedin.com/pulse/best-web-analytics-tools-rajesh-kumar-d89sc: 33
- https://softwareadvice.com/web-analytics: 31
- https://crazyegg.com/blog/web-analytics-tools: 18
- https://leads-technologies.com/en/blogs/web-analytics-tools: 18
- https://improvado.io/blog/digital-analytics-tools: 15
- https://mammoth.io/blog/marketing-attribution-software: 15
- https://toolradar.com/best/web-analytics/for/enterprises: 14
- https://capterra.com/compare/177042-202871/Google-Analytics-vs-Adobe-Analytics: 13

## The company

Adobe; https://www.adobe.com/; San Jose, United States; founded 1982; about 25,988 employees (2021); public, ABS on London Stock Exchange. From Wikidata, fetched 2026-09-14.

## In its own words

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

- Positioning: extension (https://developer.adobe.com/client-sdks/solution/adobe-analytics)
- For: app developers (https://developer.adobe.com/client-sdks/solution/adobe-analytics)
- Certifications: WCAG 2.0, WCAG 2.1, Section 508, EN 301 549, WCAG 2.2

## Record

- Method: https://www.gane.ai/index/gtm/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/gtm.