# Puzzle: how AI models rank it, October 2026

Finance AI Recommendation Index, October 2026 Edition. Named in 18 judge labels across 2 categories by 12 of 14 models. Page: https://finance-ai-index.com/vendors/puzzle/

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| AI accounting assistants | 2% | 15 | 15% | 13 |
| Revenue recognition | 2% | 14 | 0% | 5 |

## What the models said for it

- "or Puzzle Starter at $25–30/month (if you want integrated accounting + revenue recognition) offer the best value." (DeepSeek V4 Flash, Revenue recognition)
- "Tier 1: The Best AI-Native Tool for Startups ... Puzzle was built with AI at its core" (Gemini 3.5 Flash, AI accounting assistants)
- "Best startup-focused option: Puzzle, which is described as the "best overall" for subscription businesses" (Perplexity Sonar, Revenue recognition)
- "Puzzle is a modern, AI-powered accounting platform built specifically for startups." (Gemini 3.5 Flash, Revenue recognition)

## And against it

- "Platforms like Digits and Puzzle work best on clean, standardized data and require significant manual handling for edge cases" (Claude Haiku 4.5, AI accounting assistants)
- "lightweight, all-in-one AI ledger platforms (like Puzzle, Bench, or basic QuickBooks) are not robust enough" (Gemini 3.5 Flash, AI accounting assistants)

## Movement since September 2026

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

- AI accounting assistants: 0% to 2%, +3. Inside the floor by 7 points · rank 26 → 15 of 85.
- Revenue recognition: 0% to 2%, +2. Inside the floor by 8 points · rank 43 → 14 of 77.

## In its own words

What Puzzle's own pages state, read 2026-09-28. Stated by the vendor, not checked by the index.

- Positioning: AI-native accounting software that automates bookkeeping for startups and accounting firms. (https://puzzle.io/)
- For: startups and accounting firms (https://puzzle.io/)
- Price stated: Get started for free (https://puzzle.io/)
- Starting price: 0 (https://puzzle.io/)
- Free plan or trial: Get started for free (https://puzzle.io/)
- Integrations claimed: 7 (https://puzzle.io/); 5 (https://puzzle.io/customer-stories) (pages disagree)
- Certifications: SOC 2 compliant
- Customers named: Finfuego, Cactus, Central, PropertyLenz, Moio, VibeGrade, PitchGhost, Coconote

## What it publishes

Every page puzzle.io exposes, read 2026-09-29: 721 addresses. By kind, pages and the last 90 days:

- blog: 249 pages, 0 in the last 90 days, latest undated
- case study: 23 pages, 0 in the last 90 days, latest undated
- conference or event: 2 pages, 0 in the last 90 days, latest undated
- report or ebook: 8 pages, 0 in the last 90 days, latest undated
- comparison: 30 pages, 0 in the last 90 days, latest undated
- template or tool: 2 pages, 1 in the last 90 days, latest 2026-09-22
- glossary or explainer: 11 pages, 2 in the last 90 days, latest 2026-08-31
- Recent: 2026-09-22 template or tool: 8646694 the monthly checklist http://help.puzzle.io/en/articles/8646694-the-monthly-checklist
- Recent: 2026-08-31 glossary or explainer: 10168094 fixed assets in puzzle http://help.puzzle.io/en/articles/10168094-fixed-assets-in-puzzle
- Recent: 2026-08-31 glossary or explainer: 10168119 prepaid expenses in puzzle http://help.puzzle.io/en/articles/10168119-prepaid-expenses-in-puzzle

## 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.