# CobbleStone Software: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 2 judge labels across 1 category by 1 of 14 models. Page: https://www.gane.ai/index/finance/vendors/cobblestone-software

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Supplier management](https://www.gane.ai/index/finance/spend/supplier-management/index.md) | 0% | 122 | 100% | 2 |

## And against it

- "it has a clunky user interface and limited advanced AI capabilities" (Claude Haiku 4.5, Supplier management)
- "User interface is dated and unintuitive" (Claude Haiku 4.5, Supplier management)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 2 | 2 |
| 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 | 0 | 0 | 0 |
| 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 CobbleStone Software, from 4 of the 4 answers that named it (only the models that return a source list).

### Domains cited

- techfundingnews.com: 4
- hackernoon.com: 3
- thenextweb.com: 3
- apexanalytix.com: 2
- en.wikipedia.org: 2
- g2.com: 2
- ivalua.com: 2
- softwareadvice.com: 2
- tlm-software.com: 2
- tradebeyond.com: 2

### Pages cited

- https://techfundingnews.com/10-best-supplier-management-software-solutions-for-2026: 4
- https://hackernoon.com/best-vendor-management-software-of-2026-reviews-and-pricing: 3
- https://thenextweb.com/news/best-supplier-management-software-2026: 3
- https://en.wikipedia.org/wiki/Supplier_risk_management: 2
- https://g2.com/categories/supplier-relationship-management-srm: 2
- https://ivalua.com/blog/supplier-management-platform: 2
- https://softwareadvice.com/scm/supplier-relationship-management-software-comparison: 2
- https://tlm-software.com/supplier-management-tools: 2

## 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.