# Google Analytics 4: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 213 judge labels across 17 categories by 14 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/google-analytics-4

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Web analytics](https://www.gane.ai/index/gtm/gtm-data/web-analytics/index.md) | 55% | 1 | 23% | 74 |
| [Attribution and marketing mix modeling](https://www.gane.ai/index/gtm/marketing/attribution-mmm/index.md) | 12% | 3 | 30% | 27 |
| [Customer intelligence and data science](https://www.gane.ai/index/gtm/gtm-data/customer-intelligence-and-data-science/index.md) | 10% | 3 | 28% | 32 |
| [Audience and consumer insights platforms](https://www.gane.ai/index/gtm/marketing/audience-and-consumer-insights/index.md) | 6% | 4 | 0% | 11 |
| [Product analytics](https://www.gane.ai/index/gtm/gtm-data/product-analytics/index.md) | 0% | 64 | 67% | 30 |
| [Mobile apps](https://www.gane.ai/index/gtm/marketing/mobile-apps/index.md) | 0% | 36 | 14% | 7 |
| [Content marketing platforms](https://www.gane.ai/index/gtm/marketing/content-marketing-platforms/index.md) | 0% | 24 | 0% | 6 |
| [SEO and content optimization platforms](https://www.gane.ai/index/gtm/marketing/seo-content-optimization/index.md) | 0% | 18 | 0% | 6 |
| [Session replay and heatmaps](https://www.gane.ai/index/gtm/gtm-data/session-replay-and-heatmaps/index.md) | 0% | 12 | 0% | 6 |
| [Data management platforms](https://www.gane.ai/index/gtm/gtm-data/data-management-platforms/index.md) | 0% | 32 | 0% | 3 |
| [Ecommerce marketing](https://www.gane.ai/index/gtm/marketing/ecommerce-marketing/index.md) | 0% | 26 | 0% | 3 |
| [Customer data platforms](https://www.gane.ai/index/gtm/gtm-data/customer-data-platforms/index.md) | 0% | 27 | 0% | 2 |
| [Market intelligence platforms](https://www.gane.ai/index/gtm/gtm-data/market-intelligence/index.md) | 0% | 73 | 0% | 2 |
| [AI visibility and answer engine tracking tools](https://www.gane.ai/index/gtm/marketing/ai-visibility-tracking/index.md) | 0% | 41 | 0% | 1 |
| [PR and media monitoring](https://www.gane.ai/index/gtm/marketing/pr-and-media-monitoring/index.md) | 0% | 45 | 0% | 1 |
| [Pricing optimization](https://www.gane.ai/index/gtm/revops/pricing-optimization/index.md) | 0% | 73 | 0% | 1 |
| [Website governance and accessibility](https://www.gane.ai/index/gtm/marketing/website-governance-and-accessibility/index.md) | 0% | 65 | 0% | 1 |

## What the models said for it

- "Google Analytics 4 (GA4): Create a segment specifically for sessions coming from `tawk.to` or sources containing "chatgpt" or "google_ai". This shows you *real* revenue-driving traffic" (Qwen 3.7 Flash, AI visibility)
- "start with: 1. Google Analytics 4 + Microsoft Clarity (both free) - This combination covers almost all basic to intermediate analytics needs at zero cost" (MiniMax M2.5, Web analytics)
- "For most mid-market B2B companies, GA4 with BigQuery paired with CRM integration ... provides the best balance of capability, cost, and complexity." (MiniMax M2.5, Web analytics)
- "a combination of Google Analytics 4 (for overall traffic and conversion tracking) and Dealfront Leadfeeder ... is a powerful stack" (Mistral Small, Web analytics)

## And against it

- "You should avoid the classic "first-click" and "last-click" models that many legacy web analytics tools (like old-school Google Analytics, or simpler CRM tools) default to." (DeepSeek V4 Flash, Attribution & MMM)
- "Google Analytics is the most scrutinized analytics platform, with several documented concerns... ruled that Google Analytics violates GDPR" (MiniMax M2.5, Web analytics)
- "Google Analytics is notorious for using invasive data collection techniques... many businesses are switching away from Google Analytics" (Claude Haiku 4.5, Web analytics)
- "Why avoid? It collects vast amounts of user data (often without explicit consent)... It's the most criticized in privacy audits" (Grok 4.20, Web analytics)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 7 | 2 | 3 | 3 | 15 |
| GPT-5.4 mini | 3 | 1 | 1 | 3 | 8 |
| Gemini 3.5 Flash | 2 | 4 | 3 | 4 | 13 |
| Perplexity Sonar | 4 | 6 | 0 | 5 | 15 |
| Grok 4.20 | 6 | 5 | 4 | 6 | 21 |
| Mistral Small | 3 | 1 | 7 | 5 | 16 |
| DeepSeek V4 Flash | 5 | 5 | 2 | 4 | 16 |
| Llama 4 Maverick | 1 | 1 | 6 | 2 | 10 |
| Qwen 3.7 Flash | 6 | 4 | 1 | 6 | 17 |
| Kimi K2 | 3 | 6 | 6 | 3 | 18 |
| GLM 4.7 FlashX | 7 | 7 | 3 | 3 | 20 |
| MiniMax M2.5 | 5 | 3 | 6 | 4 | 18 |
| GPT-6 Luna | 4 | 3 | 0 | 3 | 10 |
| Muse Glimmer 30B | 4 | 5 | 3 | 4 | 16 |

## Sources returned with these answers

The sites and pages cited by the answers that named Google Analytics 4, from 473 of the 559 answers that named it (only the models that return a source list).

### Domains cited

- g2.com: 130
- linkedin.com: 88
- spotsaas.com: 85
- softwareadvice.com: 83
- amplitude.com: 77
- gane.ai/index: 76
- usermaven.com: 76
- toolradar.com: 73
- mixpanel.com: 63
- capterra.com: 62

### Pages cited

- https://linkedin.com/pulse/best-web-analytics-tools-rajesh-kumar-d89sc: 48
- https://softwareadvice.com/web-analytics: 40
- https://crazyegg.com/blog/web-analytics-tools: 34
- https://spotsaas.com/list/web-analytics-software/for-small-business: 31
- https://fitsmallbusiness.com/customer-intelligence-platform: 30
- https://mammoth.io/blog/marketing-attribution-software: 29
- https://admetrics.io/compare/best-marketing-mix-modeling-tools-software: 27
- https://linkedin.com/pulse/best-product-analytics-tools-rajesh-kumar-nrqec: 25

## The company

Google; https://google.com; Mountain View, California, United States; founded 1998; part of Alphabet Inc.. From Wikidata, fetched 2026-09-14.

## In its own words

What Google Analytics 4's own pages state, read 2026-10-05. Stated by the vendor, not checked by the index.

- Positioning: Get essential customer insights. (https://marketingplatform.google.com/about/analytics/)
- For: businesses of every size (https://marketingplatform.google.com/about/analytics/)
- Price stated: free of charge (https://marketingplatform.google.com/about/analytics/)
- Free plan or trial: free of charge (https://marketingplatform.google.com/about/analytics/)
- Customers named: 412 Food Rescue, Lider, McDonald's Hong Kong

## What it publishes

Every page analytics.google.com exposes, read 2026-09-29: 1 addresses. By kind, pages and the last 90 days:


## 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.