# Chrome River: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 1 judge label across 1 category by 1 of 14 models. Page: https://www.gane.ai/index/finance/vendors/chrome-river

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Expense management](https://www.gane.ai/index/finance/spend/expense-management/index.md) | 0% | 30 | 0% | 1 |

## 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 | 0 | 0 | 0 |
| 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 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 1 | 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 Chrome River, from 2 of the 4 answers that named it (only the models that return a source list).

### Domains cited

- capterra.com: 2
- emburse.com: 2
- resources.rework.com: 2
- albato.com: 1
- atonementlicensing.com: 1
- bill.com: 1
- businesstravelnews.com: 1
- concur.co.uk: 1
- concur.com: 1
- erpresearch.com: 1

### Pages cited

- https://resources.rework.com/tools/spend-expense/best-expense-management-software-2026: 2
- https://albato.com/blog/publications/best-expense-management-software: 1
- https://atonementlicensing.com/blog/sap-concur-licensing: 1
- https://bill.com/blog/best-expense-management-software: 1
- https://businesstravelnews.com/Booking-Tool-Guide/2026/SAP-Concur-Travel: 1
- https://capterra.com/p/207081/Ramp/pricing: 1
- https://capterra.com/p/98408/Chrome-River-EXPENSE/reviews: 1
- https://concur.co.uk/blog/article/best-expense-management-software-for-businesses-in-2026: 1

## In its own words

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

- Positioning: Travel and expense management solutions with Emburse Enterprise (https://chromeriver.com/)
- For: enterprises and global organizations (https://chromeriver.com/)
- Customers named: Harman, Toyota

## What it publishes

Every page chromeriver.com exposes, read 2026-10-05: 2244 addresses. By kind, pages and the last 90 days:

- blog: 589 pages, 2 in the last 90 days, latest 2026-09-02
- case study: 113 pages, 0 in the last 90 days, latest undated
- webinar or virtual event: 1 pages, 0 in the last 90 days, latest undated
- conference or event: 20 pages, 0 in the last 90 days, latest 2024-07-22
- report or ebook: 16 pages, 0 in the last 90 days, latest undated
- comparison: 10 pages, 0 in the last 90 days, latest 2025-04-22
- template or tool: 5 pages, 1 in the last 90 days, latest 2026-08-28
- glossary or explainer: 171 pages, 0 in the last 90 days, latest undated
- news or press: 200 pages, 3 in the last 90 days, latest 2026-09-01
- Recent: 2026-09-02 blog: Control Company Spend Without Constraints - Emburse https://www.emburse.com/blog/control-company-spend-without-constraints
- Recent: 2026-09-01 news or press: Emburse spend expands globally launching in australia as its first market outside the u s https://www.emburse.com/au/company/news/emburse-spend-expands-globally-launching-in-australia-as-its-first-market-outside-the-u-s
- Recent: 2026-09-01 news or press: Emburse Spend Expands Globally, Launching in Australia as Its First Market Outside the U.S. - Emburse https://www.emburse.com/company/news/emburse-spend-expands-globally-launching-in-australia-as-its-first-market-outside-the-u-s
- Recent: 2026-08-28 template or tool: Finance leader checklist for agentic ai https://www.emburse.com/blog/finance-leader-checklist-for-agentic-ai
- Recent: 2026-08-03 news or press: Emburse and Direct Travel Launching Strategic Partnership to Deliver a Connected, AI-Powered Travel and Expense Experien https://www.emburse.com/company/news/emburse-and-direct-travel-launching-strategic-partnership-to-deliver-a-connected-ai-powered-travel-and-expense-experience
- Recent: 2026-07-07 blog: Enterprise AI Spend Trends: Adoption, Spend, and Vendor Growth - Emburse https://www.emburse.com/blog/enterprise-ai-spend-has-reached-an-inflection-point

## 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.