# Lunos: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 6 judge labels across 3 categories by 4 of 14 models. Page: https://www.gane.ai/index/finance/vendors/lunos

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Cash application](https://www.gane.ai/index/finance/receivables/cash-application/index.md) | 8% | 6 | 0% | 4 |
| [Account reconciliation](https://www.gane.ai/index/finance/accounting/account-reconciliation/index.md) | 0% | 55 | 0% | 1 |
| [Payment orchestration platforms](https://www.gane.ai/index/finance/receivables/payment-orchestration-platforms/index.md) | 0% | 49 | 0% | 1 |

## What the models said for it

- "For very limited budgets, Upflow's free tier or Lunos's free plan with minimal usage fees would be excellent starting points." (Claude Haiku 4.5, Cash application)
- "The best cash application software for a company with a limited budget is Lunos." (Llama 4 Maverick, Cash application)
- "I recommend starting with Lunos due to its free tier and AI capabilities" (MiniMax M2.5, Cash application)
- "Go with Lunos AI if you want to minimize monthly overhead" (Qwen 3.7 Flash, Cash application)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 1 | 0 | 0 | 0 | 1 |
| 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 | 0 | 0 | 0 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 1 | 1 | 0 | 0 | 2 |
| Qwen 3.7 Flash | 1 | 1 | 0 | 0 | 2 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 1 | 0 | 0 | 0 | 1 |
| 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 Lunos, from 13 of the 13 answers that named it (only the models that return a source list).

### Domains cited

- lunos.ai: 13 (its own site)
- cashbook.com: 6
- highradius.com: 5
- g2.com: 4
- gitnux.org: 4
- capterra.com: 3
- gaviti.com: 3
- guideflow.com: 3
- smallbiztrends.com: 3
- softwareadvice.com: 3

### Pages cited

- https://lunos.ai/blog/best-cash-application-software: 7
- https://cashbook.com/best-cash-application-tools-2026-official-guide: 6
- https://gaviti.com/best-b2b-dispute-management-tools: 3
- https://guideflow.com/blog/dispute-management-software: 3
- https://highradius.com/resources/Blog/best-cash-application-automation-tools: 3
- https://lunos.ai/blog/best-dispute-management-software: 3
- https://lunos.ai/pricing: 3
- https://lunos.ai/terms: 3

## In its own words

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

- Positioning: AI partner for receivables, handling collections, portal uploads, cash app & more (https://lunos.ai/)
- For: Built for the whole finance team – from AR specialists to the CFO (https://lunos.ai/)
- Price stated: The Lunos fee applies only once the invoice has been collected from your customer and is marked as paid. We will invoice you in aggregate. (https://lunos.ai/)
- Starting price: 0 (https://lunos.ai/)
- Free plan or trial: Start for free (https://lunos.ai/)
- Integrations claimed: 6 (https://lunos.ai/)
- Certifications: SOC 2 Type II
- Customers named: ServiceUp, Revela, Swap, Swap Commerce, GEV Tehnologies

## What it publishes

Every page lunos.ai exposes, read 2026-09-29: 56 addresses. By kind, pages and the last 90 days:

- blog: 24 pages, 0 in the last 90 days, latest 2026-06-02
- comparison: 12 pages, 0 in the last 90 days, latest 2026-06-02
- Recent: 2026-06-02 blog: Coupa supplier portal invoice submission https://www.lunos.ai/blog/coupa-supplier-portal-invoice-submission
- Recent: 2026-06-02 comparison: Versapay alternatives https://www.lunos.ai/blog/versapay-alternatives
- Recent: 2026-06-01 comparison: Best upflow alternatives https://www.lunos.ai/blog/best-upflow-alternatives
- Recent: 2026-04-01 blog: Accounts receivable dispute resolution guide https://www.lunos.ai/blog/accounts-receivable-dispute-resolution-guide
- Recent: 2026-04-01 blog: Best accounts receivable collections software https://www.lunos.ai/blog/best-accounts-receivable-collections-software
- Recent: 2026-04-01 blog: Best automated payment reconciliation software https://www.lunos.ai/blog/best-automated-payment-reconciliation-software

## 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.