# FICO TONBELLER: how AI models rank it, October 2026

Finance AI Recommendation Index, October 2026 Edition. Named in 2 judge labels across 1 categories by 2 of 14 models. Page: https://finance-ai-index.com/vendors/fico-tonbeller/

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| AML and transaction monitoring | 0% | 104 | 100% | 2 |

## And against it

- "Also called out alongside legacy vendors for similar shortcomings: false positives, slow deployment, and rigid configurations." (Perplexity Sonar, AML monitoring)
- "These established vendors have documented shortcomings" (Kimi K2, AML monitoring)

## 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.