# vManager: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 7 judge labels across 1 category by 5 of 14 models. Page: https://www.gane.ai/index/finance/vendors/vmanager

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Telecom expense management](https://www.gane.ai/index/finance/spend/telecom-expense-management/index.md) | 2% | 11 | 0% | 7 |

## What the models said for it

- "For automation and invoice accuracy: ExpenseLogic or vManager." (Mistral Small, Telecom expense mgmt)
- "Tightest budget: vManager" (GPT-5.4 mini, Telecom expense mgmt)
- "Best For: Organizations seeking cloud-based telecom expense management" (MiniMax M2.5, Telecom expense mgmt)
- "Claims to lead TEM specifically for mid-sized businesses." (DeepSeek V4 Flash, Telecom expense mgmt)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 1 | 0 | 0 | 0 | 1 |
| 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 | 1 | 0 | 0 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 1 | 0 | 0 | 1 |
| Llama 4 Maverick | 0 | 0 | 2 | 0 | 2 |
| 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 | 2 | 0 | 0 | 2 |
| 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 vManager, from 18 of the 18 answers that named it (only the models that return a source list).

### Domains cited

- capterra.com: 12
- getapp.com: 12
- softwareadvice.com: 11
- gane.ai/index: 7
- capterra.in: 5
- softwareadvice.co.uk: 4
- uplandsoftware.com: 4
- capterra.ae: 3
- capterra.co.uk: 3
- sourceforge.net: 3

### Pages cited

- https://getapp.com/it-communications-software/telecom-expense-management: 11
- https://capterra.com/resources/best-telecom-expense-management-software-review-analysis: 8
- https://www.gane.ai/index/finance/spend/telecom-expense-management/smb: 7
- https://softwareadvice.com/telecom-expense-management: 7
- https://capterra.com/telecom-expense-management-software: 5
- https://capterra.in/directory/30112/telecom-expense-management/software: 5
- https://softwareadvice.com/telecom-expense-management/small-business: 4
- https://capterra.ae/directory/30112/telecom-expense-management/software: 3

## 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.