# Puzzle: how AI models rank it, September 2026

Finance AI Recommendation Index, September 2026 Edition. Named in 7 judge labels across 2 categories by 6 of 12 models. Page: https://finance-ai-index.com/vendors/puzzle/

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| AI accounting assistants | 0% | 26 | 17% | 6 |
| Revenue recognition | 0% | 45 | 0% | 1 |

## What the models said for it

- "For quick setup with basic AI automation: Puzzle ($30/mo)" (GLM 4.7 FlashX, AI accounting assistants)
- "Puzzle (Puzzle.io): Best Modern Stack for Stripe Users" (Gemini 3.5 Flash, Revenue recognition)
- "followed by Puzzle or Bookeeping.ai" (DeepSeek V4 Flash, AI accounting assistants)

## And against it

- "AI-native ledgers (Digits, Puzzle) — best for startups, not a 500-person org" (DeepSeek V4 Flash, AI accounting assistants)

## 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.
