# Katana: how AI models rank it, October 2026

Finance AI Recommendation Index, October 2026 Edition. Named in 4 judge labels across 2 categories by 3 of 14 models. Page: https://finance-ai-index.com/vendors/katana/

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| ERP systems | 0% | 22 | 0% | 3 |
| Fixed asset accounting | 0% | 76 | 0% | 1 |

## What the models said for it

- "a cloud-based ERP system ... with costs starting at around $99 per month" (Llama 4 Maverick, ERP systems)

## Movement since September 2026

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

- ERP systems: 0% to 0%, ±0. Inside the floor by 10 points · rank 14 → 22 of 73.
- Fixed asset accounting: 0% to 0%, ±0. Inside the floor by 10 points · rank 71 → 76 of 107.

## 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.