# Ivalua: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 81 judge labels across 6 categories by 14 of 14 models. Page: https://www.gane.ai/index/finance/vendors/ivalua

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Strategic sourcing](https://www.gane.ai/index/finance/spend/strategic-sourcing/index.md) | 7% | 7 | 38% | 24 |
| [Supplier management](https://www.gane.ai/index/finance/spend/supplier-management/index.md) | 2% | 11 | 32% | 25 |
| [Procure-to-pay](https://www.gane.ai/index/finance/spend/procure-to-pay/index.md) | 0% | 14 | 22% | 18 |
| [Spend management platforms](https://www.gane.ai/index/finance/spend/spend-management-platforms/index.md) | 0% | 18 | 0% | 8 |
| [Accounts payable automation](https://www.gane.ai/index/finance/spend/accounts-payable-automation/index.md) | 0% | 33 | 20% | 5 |
| [Global e-invoicing compliance](https://www.gane.ai/index/finance/tax/global-e-invoicing-compliance/index.md) | 0% | 119 | 0% | 1 |

## What the models said for it

- "If you are a mid-market growth company needing speed and modern AI, Ivalua or aKiro Labs are currently viewed as the superior next-generation choices." (Qwen 3.7 Flash, Strategic sourcing)
- "Ivalua and SAP Ariba are the top strategic sourcing software due to their robust features, scalability, and integration capabilities" (Mistral Small, Strategic sourcing)
- "Coupa Sourcing, GEP SMART, and Ivalua are excellent choices" (Mistral Small, Strategic sourcing)
- "I recommend Ivalua as the top e-sourcing and RFP tool" (Grok 4.20, Strategic sourcing)

## And against it

- "Avoid Coupa, SAP Ariba, and Ivalua unless your scale and compliance requirements justify enterprise pricing." (Perplexity Sonar, Procure-to-pay)
- "Also targeted at large enterprises, with some users noting it can be overly complex for smaller operations." (Mistral Small, Procure-to-pay)
- "What to Avoid - SAP Ariba, Coupa, Ivalua — ... overkill for most mid-sized companies" (Kimi K2, Supplier management)
- "Avoid pure enterprise tools like SAP Ariba, Coupa, Ivalua, or Jaggaer" (Grok 4.20, Supplier management)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 1 | 2 | 0 | 3 |
| GPT-5.4 mini | 1 | 3 | 2 | 0 | 6 |
| Gemini 3.5 Flash | 0 | 2 | 1 | 1 | 4 |
| Perplexity Sonar | 0 | 2 | 2 | 6 | 10 |
| Grok 4.20 | 1 | 3 | 3 | 4 | 11 |
| Mistral Small | 3 | 0 | 2 | 1 | 6 |
| DeepSeek V4 Flash | 0 | 3 | 0 | 4 | 7 |
| Llama 4 Maverick | 0 | 1 | 3 | 0 | 4 |
| Qwen 3.7 Flash | 1 | 2 | 0 | 0 | 3 |
| Kimi K2 | 0 | 5 | 1 | 3 | 9 |
| GLM 4.7 FlashX | 0 | 2 | 3 | 0 | 5 |
| MiniMax M2.5 | 0 | 0 | 2 | 2 | 4 |
| GPT-6 Luna | 0 | 2 | 0 | 0 | 2 |
| Muse Glimmer 30B | 0 | 1 | 5 | 1 | 7 |

## Sources returned with these answers

The sites and pages cited by the answers that named Ivalua, from 313 of the 326 answers that named it (only the models that return a source list).

### Domains cited

- mindsprint.com: 183
- g2.com: 126
- softwareadvice.com: 108
- ivalua.com: 103 (its own site)
- jaggaer.com: 99
- guideflow.com: 57
- sourceforge.net: 56
- capterra.com: 54
- erpresearch.com: 52
- getapp.com: 45

### Pages cited

- https://mindsprint.com/resources/blogs/b2b-procurement-platform: 89
- https://jaggaer.com/blog/best-procurement-software-for-enterprise-2026: 41
- https://mindsprint.com/resources/blogs/supplier-relationship-management-software: 40
- https://g2.com/categories/strategic-sourcing: 36
- https://mindsprint.com/resources/blogs/spend-management-software: 36
- https://softwaresuggest.com/strategic-sourcing-software: 34
- https://softwareadvice.com/scm/supplier-relationship-management-software-comparison: 33
- https://mindsprint.com/resources/blogs/coupa-vs-ariba: 32

## In its own words

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

- Positioning: AI-powered procurement software for complete spend & supplier management on a unified source-to-pay platform (https://ivalua.com/)
- For: procurement (https://ivalua.com/)

## What it publishes

Every page ivalua.com exposes, read 2026-09-29: 2541 addresses. By kind, pages and the last 90 days:

- blog: 529 pages, 34 in the last 90 days, latest 2026-09-28
- case study: 122 pages, 2 in the last 90 days, latest 2026-09-02
- webinar or virtual event: 8 pages, 0 in the last 90 days, latest 2020-04-15
- conference or event: 3 pages, 0 in the last 90 days, latest 2019-06-13
- report or ebook: 10 pages, 0 in the last 90 days, latest undated
- comparison: 12 pages, 1 in the last 90 days, latest 2026-08-10
- glossary or explainer: 564 pages, 0 in the last 90 days, latest 2026-06-30
- podcast or video: 202 pages, 8 in the last 90 days, latest 2026-09-15
- news or press: 663 pages, 10 in the last 90 days, latest 2026-09-25
- Recent: 2026-09-28 blog: Procure to pay process https://www.ivalua.com/blog/procure-to-pay-process/
- Recent: 2026-09-25 blog: Best procurement software https://www.ivalua.com/blog/best-procurement-software
- Recent: 2026-09-25 news or press: Ivalua recognized for employee happiness perks and work life balance https://www.ivalua.com/press-releases/ivalua-recognized-for-employee-happiness-perks-and-work-life-balance
- Recent: 2026-09-22 news or press: Ivalua named a leader in the idc marketscape worldwide ai enabled direct spend https://www.ivalua.com/press-releases/ivalua-named-a-leader-in-the-idc-marketscape-worldwide-ai-enabled-direct-spend
- Recent: 2026-09-15 blog: Vendor risk assessment https://www.ivalua.com/blog/vendor-risk-assessment
- Recent: 2026-09-15 podcast or video: Season 3 ep 14 should procurement be looking for savings feat roberto fabris https://www.ivalua.com/podcast/season-3-ep-14-should-procurement-be-looking-for-savings-feat-roberto-fabris

## 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.