# Numeral: how AI models rank it, September 2026

Finance AI Recommendation Index, September 2026 Edition. Named in 12 judge labels across 2 categories by 7 of 12 models. Page: https://finance-ai-index.com/vendors/numeral/

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| Sales tax automation | 2% | 5 | 20% | 10 |
| Revenue recognition | 0% | 34 | 0% | 2 |

## What the models said for it

- "TaxCloud and Numeral are often cited as the most affordable and user-friendly options" (Mistral Small, Sales tax automation)
- "Automates revenue recognition for subscription and contract-based businesses, which can be cost-effective" (Mistral Small, Revenue recognition)
- "Look for platforms (like Zamp, Numeral, or TaxCloud) that offer human tax experts" (Gemini 3.5 Flash, Sales tax automation)
- "Numeral: Best Pay-Per-Filing Option for Low-State Footprints" (Gemini 3.5 Flash, Sales tax automation)

## And against it

- "Reddit "horror stories" of misfilings. Steer clear for multi-state ops" (Grok 4.1 Fast, Sales tax automation)
- "Avoid if you rely on them for guaranteed, error-free filing." (DeepSeek V4 Flash, Sales tax automation)

## 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, September 2026 Edition, finance-ai-index.com.