# Puzzle: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 13 judge labels across 3 categories by 7 of 14 models. Page: https://www.gane.ai/index/finance/vendors/puzzle

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Revenue recognition](https://www.gane.ai/index/finance/accounting/revenue-recognition/index.md) | 2% | 14 | 0% | 4 |
| [AI accounting assistants](https://www.gane.ai/index/finance/accounting/ai-accounting-assistants/index.md) | 0% | 36 | 14% | 7 |
| [Accounting software](https://www.gane.ai/index/finance/accounting/accounting-software/index.md) | 0% | 13 | 0% | 2 |

## What the models said for it

- "Puzzle is likely the best overall choice if you are an early-stage subscription or SaaS business" (Perplexity Sonar, Revenue recognition)
- "specialized add-ons (like Stripe Revenue Recognition, Puzzle, or basic Chargebee RevRec) work well" (Gemini 3.5 Flash, Revenue recognition)
- "Puzzle - automates ASC 606 rev rec with 85–90% of transactions categorized automatically" (Llama 4 Maverick, Revenue recognition)
- "should use Pilot ($99-$499/month) or Puzzle instead of Bench" (Muse Glimmer 30B, Accounting software)

## And against it

- "excellent AI-first tools but may stretch a "limited budget"" (Grok 4.20, AI accounting assistants)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 2 | 2 | 0 | 4 |
| Perplexity Sonar | 1 | 1 | 1 | 0 | 3 |
| Grok 4.20 | 0 | 0 | 0 | 1 | 1 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 1 | 0 | 1 |
| Llama 4 Maverick | 0 | 1 | 0 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 1 | 1 | 0 | 2 |

## Sources returned with these answers

The sites and pages cited by the answers that named Puzzle, from 43 of the 43 answers that named it (only the models that return a source list).

### Domains cited

- toolradar.com: 21
- puzzle.io: 12 (its own site)
- xero.com: 10
- resources.rework.com: 9
- softwareadvice.com: 9
- thedigitalmerchant.com: 9
- zenskar.com: 9
- dualentry.com: 8
- gane.ai/index: 8
- quickbooks.intuit.com: 8

### Pages cited

- https://puzzle.io/blog/revenue-recognition-tools-saas-startups: 10
- https://toolradar.com/guides/best-ai-bookkeeping-tools: 10
- https://toolradar.com/guides/best-revenue-recognition-software: 10
- https://zenskar.com/buyers-guide/revenue-recognition-software: 9
- https://softwareadvice.com/revenue-recognition: 8
- https://wise.com/us/blog/best-revenue-recognition-software: 8
- https://capterra.co.uk/directory/33615/revenue-recognition/software: 7
- https://cellcog.ai/blog/best-ai-bookkeeping-software: 7

## 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
- 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://www.gane.ai/index/finance/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/finance.