# Summ: how AI models rank it, October 2026

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

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| Crypto accounting | 0% | 26 | 40% | 5 |

## What the models said for it

- "Summ ranks exceptionally high for individuals because of its advanced on-chain reconciliation engine." (Gemini 3.5 Flash, Crypto accounting)
- "Summ supports large transaction histories, automatic onchain importing" (Claude Haiku 4.5, Crypto accounting)

## And against it

- "Mixed feedback, with some noting slow support response times and difficulties navigating complex features/wallets." (Grok 4.1 Fast, Crypto accounting)
- "Slow support response times - Buggy interfaces causing frustration" (Kimi K2, Crypto accounting)

## 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.