# Google Analytics: how AI models rank it, October 2026

Finance AI Recommendation Index, October 2026 Edition. Named in 12 judge labels across 2 categories by 9 of 14 models. Page: https://finance-ai-index.com/vendors/google-analytics/

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| SaaS metrics and analytics | 0% | 77 | 80% | 10 |
| Financial reporting and dashboards | 0% | 86 | 50% | 2 |

## What the models said for it

- "Choose Google Analytics if web traffic analysis matters more than revenue metrics" (MiniMax M2.5, SaaS metrics)

## And against it

- ""do not use web analytics tools like GA4 as a substitute for product/cohort analytics"" (Muse Glimmer 30B, SaaS metrics)
- "Google Analytics should not be used for revenue or subscription metrics" (Llama 4 Maverick, SaaS metrics)
- "“Use it for web traffic, never for revenue or subscription metrics.”" (GLM 4.7 FlashX, SaaS metrics)
- "Should not be used for revenue or subscription metrics" (Mistral Small, SaaS metrics)

## Movement since September 2026

Floor: 10 points of share, measured on the calibration repeat. A larger change is movement; a smaller one is noise.

- SaaS metrics and analytics: 0% to 0%, ±0. Inside the floor by 10 points · rank 78 → 77 of 78.
- Financial reporting and dashboards: 0% to 0%, ±0. Inside the floor by 10 points · rank 53 → 86 of 105.

## Record

- Method: https://finance-ai-index.com/methodology/
- Raw judge labels and full responses: https://finance-ai-index.com/data/
- License: CC BY 4.0. Cite as Finance AI Recommendation Index, October 2026 Edition, finance-ai-index.com.