# Finlens: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 5 judge labels across 2 categories by 4 of 14 models. Page: https://www.gane.ai/index/finance/vendors/finlens

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Revenue recognition](https://www.gane.ai/index/finance/accounting/revenue-recognition/index.md) | 4% | 7 | 0% | 3 |
| [Financial close management](https://www.gane.ai/index/finance/accounting/financial-close-management/index.md) | 0% | 30 | 0% | 2 |

## What the models said for it

- "Using QuickBooks? → Finlens ($49/month) adds automated revenue recognition without migration" (MiniMax M2.5, Revenue recognition)
- "If you use QuickBooks: FinLens ($30/client/month)" (GLM 4.7 FlashX, Revenue recognition)
- "Are on QuickBooks Online with under $100k/month expenses | Finlens (~$49/month, much simpler)" (Kimi K2, Financial close manageme)

## By model

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

## Sources returned with these answers

The sites and pages cited by the answers that named Finlens, from 12 of the 12 answers that named it (only the models that return a source list).

### Domains cited

- finlens.app: 12 (its own site)
- toolradar.com: 7
- capterra.ca: 5
- capterra.com: 4
- hubifi.com: 4
- rightrev.com: 4
- softwareadvice.com: 4
- dokka.com: 3
- erpresearch.com: 3
- g2.com: 3

### Pages cited

- https://toolradar.com/guides/best-revenue-recognition-software: 5
- https://capterra.ca/directory/33615/revenue-recognition/software: 4
- https://finlens.app/blogs/best-asc-606-revenue-recognition-software-enterprise-saas: 4
- https://finlens.app/blogs/best-tools-for-saas-revenue-recognition: 4
- https://softwareadvice.com/revenue-recognition: 4
- https://dokka.com/best-financial-close-software-for-small-businesses: 3
- https://finlens.app/blogs/month-end-close-tools: 3
- https://getapp.com/all-software/revenue-recognition: 3

## In its own words

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

- Positioning: Month-end close automation for accounting firms on QuickBooks Online. Automates reconciliation, journal entries, accruals, transaction categorization, and close checklists. (https://finlens.app/)
- For: CPAs and accounting firm partners managing multiple QBO clients. (https://finlens.app/)
- Price stated: Pricing based on the number of clients you manage. Ask us during your demo — we'll build a quote based on your firm's specific needs. (https://finlens.app/)
- Free plan or trial: Start Free (https://finlens.app/)
- Integrations claimed: 200 (https://finlens.app/)

## What it publishes

Every page finlens.app exposes, read 2026-09-29: 569 addresses. By kind, pages and the last 90 days:

- blog: 362 pages, 77 in the last 90 days, latest 2026-09-16
- report or ebook: 35 pages, 31 in the last 90 days, latest 2026-09-12
- comparison: 67 pages, 15 in the last 90 days, latest 2026-09-12
- template or tool: 3 pages, 0 in the last 90 days, latest 2026-05-20
- glossary or explainer: 12 pages, 4 in the last 90 days, latest 2026-09-16
- Recent: 2026-09-16 blog: Break even analysis https://www.finlens.app/blogs/break-even-analysis
- Recent: 2026-09-16 blog: Cash flow management https://www.finlens.app/blogs/cash-flow-management
- Recent: 2026-09-16 blog: Expense reimbursement form https://www.finlens.app/blogs/expense-reimbursement-form
- Recent: 2026-09-16 blog: Financial forecasting https://www.finlens.app/blogs/financial-forecasting
- Recent: 2026-09-16 blog: Franchise accounting https://www.finlens.app/blogs/franchise-accounting
- Recent: 2026-09-16 blog: Nonprofit accounting https://www.finlens.app/blogs/nonprofit-accounting

## 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.