# Toolboks: how AI models rank it, October 2026

Finance AI Recommendation Index, October 2026 Edition. Named in 6 judge labels across 1 categories by 5 of 14 models. Page: https://finance-ai-index.com/vendors/toolboks/

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| SaaS metrics and analytics | 2% | 8 | 0% | 6 |

## What the models said for it

- "Toolboks and ARRGuide are top choices for pure ARR analytics and financial reporting" (Mistral Small, SaaS metrics)
- "If you need real-time contract-based metrics and accounting integration, Toolboks is a standout." (Mistral Small, SaaS metrics)
- "Toolboks is a powerful alternative" (Qwen 3.7 Flash, 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 2%, +2. Inside the floor by 8 points · rank 37 → 8 of 78.

## 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.