# Stuut: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 9 judge labels across 4 categories by 6 of 14 models. Page: https://www.gane.ai/index/finance/vendors/stuut

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Cash application](https://www.gane.ai/index/finance/receivables/cash-application/index.md) | 0% | 27 | 0% | 5 |
| [Chargeback management](https://www.gane.ai/index/finance/receivables/chargeback-management/index.md) | 0% | 27 | 0% | 2 |
| [Accounts receivable automation](https://www.gane.ai/index/finance/receivables/accounts-receivable-automation/index.md) | 0% | 53 | 0% | 1 |
| [B2B credit management](https://www.gane.ai/index/finance/receivables/b2b-credit-management/index.md) | 0% | 94 | 0% | 1 |

## What the models said for it

- "Choose Stuut if maximum autonomous processing and rapid implementation are more important" (Perplexity Sonar, Cash application)
- "Needs fast deployment with ML-based matching (mid-market) | Upflow or Stuut" (DeepSeek V4 Flash, Cash application)
- "Billtrust and Stuut are more approachable for smaller teams" (Grok 4.20, Accounts receivable auto)
- "Claims 95%+ automated matching, 3-4 day API implementation" (MiniMax M2.5, Cash application)

## 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 | 1 | 0 | 0 | 1 |
| Grok 4.20 | 0 | 1 | 1 | 0 | 2 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 1 | 0 | 0 | 1 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 1 | 1 | 0 | 2 |
| GLM 4.7 FlashX | 0 | 1 | 1 | 0 | 2 |
| MiniMax M2.5 | 0 | 1 | 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 Stuut, from 17 of the 17 answers that named it (only the models that return a source list).

### Domains cited

- stuut.ai: 17 (its own site)
- highradius.com: 11
- emagia.com: 9
- bluecopa.com: 5
- serrala.com: 5
- thecfoclub.com: 5
- chaserhq.com: 4
- invoiced.com: 4
- upflow.io: 4
- versapay.com: 4

### Pages cited

- https://stuut.ai/blog/best-cash-application-software: 5
- https://thecfoclub.com/tools/best-cash-application-software: 5
- https://bluecopa.com/blog/cash-application-softwares: 4
- https://highradius.com/resources/Blog/best-cash-application-automation-tools: 4
- https://invoiced.com/resources/blog/enterprise-ar-automation-buyers-guide: 4
- https://stuut.ai/blog/cash-application-software-pricing: 4
- https://upflow.io/software/best-cash-application-software: 4
- https://cashbook.com/best-cash-application-tools-2026-official-guide: 3

## In its own words

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

- Positioning: AI-powered accounts receivable automation platform that autonomously handles the entire order-to-cash process, from collections to payment matching. (https://stuut.ai/)
- For: Enterprise customers (https://stuut.ai/)
- Price stated: Shield Standard is 10% on top of your platform fee. Shield BYOK is 20%. (https://www.stuut.ai/product/security)
- Starting price: 0 (https://www.stuut.ai/product/payments)
- Certifications: SOC 2, GDPR, CCPA, HIPAA, PCI DSS
- Customers named: ZoomInfo, Bishop Lifting, Perkin Elmer, EZG Manufacturing, PerkinElmer, Ally Logistics, Action Elevator, HiBid

## What it publishes

Every page stuut.ai exposes, read 2026-09-29: 353 addresses. By kind, pages and the last 90 days:

- blog: 37 pages, 0 in the last 90 days, latest undated
- case study: 9 pages, 8 in the last 90 days, latest 2026-09-15
- report or ebook: 179 pages, 0 in the last 90 days, latest undated
- comparison: 20 pages, 0 in the last 90 days, latest undated
- template or tool: 1 pages, 0 in the last 90 days, latest undated
- glossary or explainer: 3 pages, 0 in the last 90 days, latest undated
- Recent: 2026-09-15 case study: Zoominfo https://www.stuut.ai/case-studies/zoominfo
- Recent: 2026-09-14 case study: Ally logistics https://www.stuut.ai/case-studies/ally-logistics
- Recent: 2026-09-10 case study: Action Elevator Unlocks Up to $1M Monthly Cash | Stuut https://www.stuut.ai/case-studies/action-elevator
- Recent: 2026-09-10 case study: Bishop Lifting Reduces Overdue AR by 35% | Stuut https://www.stuut.ai/case-studies/bishop-lifting
- Recent: 2026-09-10 case study: EZG Collects $11.67M and Cuts DSO by 5 Days | Stuut https://www.stuut.ai/case-studies/ezg-manufacturing
- Recent: 2026-09-10 case study: Hibid https://www.stuut.ai/case-studies/hibid

## 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.