# Contractor+: how AI models rank it, October 2026

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

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| Contractor payments | 0% | 25 | 0% | 2 |

## What the models said for it

- "specialized contractor management systems (like Melio or Contractor+)" (Gemini 3.5 Flash, Contractor payments)
- "A mobile-first tool designed for contractors on the move." (Gemini 3.5 Flash, Contractor payments)

## Movement since September 2026

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

- Contractor payments: 0% to 0%, ±0. New · not ranked in September 2026 · rank 25 of 98.

## 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.