# Vroozi: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 5 judge labels across 1 category by 5 of 14 models. Page: https://www.gane.ai/index/finance/vendors/vroozi

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Procure-to-pay](https://www.gane.ai/index/finance/spend/procure-to-pay/index.md) | 0% | 30 | 0% | 5 |

## 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 | 1 | 0 | 1 |
| 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 | 0 | 1 | 0 | 1 |
| GLM 4.7 FlashX | 0 | 0 | 1 | 0 | 1 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 1 | 0 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named Vroozi, from 7 of the 7 answers that named it (only the models that return a source list).

### Domains cited

- zapier.com: 7
- mindsprint.com: 5
- caddi.com: 4
- g2.com: 4
- capterra.com: 3
- precoro.com: 3
- rajeshkumar.xyz: 3
- softwareadvice.com: 3
- bill.com: 2
- dragonsourcing.com: 2

### Pages cited

- https://zapier.com/blog/procurement-software: 7
- https://mindsprint.com/resources/blogs/b2b-procurement-platform: 5
- https://caddi.com/en-us/resources/insights/procurement-software: 4
- https://precoro.com/alternatives: 3
- https://rajeshkumar.xyz/blog/eprocurement-platforms: 3
- https://bill.com/blog/best-procurement-software: 2
- https://dragonsourcing.com/top-25-procurement-software-tools-and-platforms: 2
- https://g2.com/categories/procurement: 2

## In its own words

What Vroozi's own pages state, read 2026-10-06. Stated by the vendor, not checked by the index.

- Positioning: The intelligent spend management and invoice automation platform (https://vroozi.com/)
- For: Procurement, AP, and Finance (https://vroozi.com/)
- Customers named: Forest Lawn, Arxada, Aurorium, City of San Antonio, Lycée Français de New York, Fox Rent A Car, Thomas Oilfield Services

## What it publishes

Every page vroozi.com exposes, read 2026-09-29: 513 addresses. By kind, pages and the last 90 days:

- blog: 290 pages, 21 in the last 90 days, latest 2026-09-25
- case study: 9 pages, 0 in the last 90 days, latest 2022-07-23
- webinar or virtual event: 4 pages, 0 in the last 90 days, latest 2025-07-30
- conference or event: 5 pages, 0 in the last 90 days, latest 2026-03-02
- comparison: 23 pages, 4 in the last 90 days, latest 2026-09-14
- template or tool: 3 pages, 0 in the last 90 days, latest 2025-09-24
- glossary or explainer: 15 pages, 2 in the last 90 days, latest 2026-08-31
- podcast or video: 28 pages, 3 in the last 90 days, latest 2026-08-25
- news or press: 1 pages, 1 in the last 90 days, latest 2026-09-28
- Recent: 2026-09-28 news or press: Shaz khan procurement magazine ai regulation https://www.vroozi.com/news/shaz-khan-procurement-magazine-ai-regulation/
- Recent: 2026-09-25 blog: 8 reasons procure to pay software fails in enterprise teams https://www.vroozi.com/blog/8-reasons-procure-to-pay-software-fails-in-enterprise-teams
- Recent: 2026-09-23 blog: How accounts payable automation cuts invoice data entry https://www.vroozi.com/blog/how-accounts-payable-automation-cuts-invoice-data-entry
- Recent: 2026-09-21 blog: Spend visibility across procurement and finance https://www.vroozi.com/blog/spend-visibility-across-procurement-and-finance
- Recent: 2026-09-18 blog: 7 ai capabilities in procure to pay software https://www.vroozi.com/blog/7-ai-capabilities-in-procure-to-pay-software
- Recent: 2026-09-16 blog: 7 spend visibility metrics finance leaders should track https://www.vroozi.com/blog/7-spend-visibility-metrics-finance-leaders-should-track

## 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.
