# Calero-MDSL: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 4 judge labels across 1 category by 4 of 14 models. Page: https://www.gane.ai/index/finance/vendors/calero-mdsl

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Telecom expense management](https://www.gane.ai/index/finance/spend/telecom-expense-management/index.md) | 0% | 43 | 25% | 4 |

## What the models said for it

- "Calero-MDSL or Tangoe: Strong for comprehensive managed services; good for complex environments but may require more internal effort." (Grok 4.20, Telecom expense mgmt)

## And against it

- "Not necessarily a platform to avoid, but scrutinize wireline inventory depth" (Perplexity Sonar, 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 | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 0 | 0 | 1 | 1 |
| Grok 4.20 | 0 | 1 | 0 | 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 | 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 Calero-MDSL, from 20 of the 22 answers that named it (only the models that return a source list).

### Domains cited

- capterra.com: 10
- uplandsoftware.com: 10
- itwire.com: 8
- bignewsnetwork.com: 6
- sociumit.com: 6
- tailwindvoiceanddata.com: 6
- getapp.com: 5
- guideflow.com: 5
- mindglobal.com: 5
- radiuspoint-expenselogic.com: 5

### Pages cited

- https://uplandsoftware.com/cimpl/technology-expense-management/best-telecom-expense-management-software: 9
- https://capterra.com/resources/best-telecom-expense-management-software-review-analysis: 8
- https://bignewsnetwork.com/news/279234670/5-best-telecom-expense-management-software-compared-for-2026: 6
- https://itwire.com/guest-articles/company-news/the-top-telecom-expense-management-platforms-worth-evaluating: 6
- https://sociumit.com/resources/blog/best-telecom-expense-management-software-2026: 6
- https://tailwindvoiceanddata.com/blog/the-7-best-telecom-expense-management-companies-in-2026: 6
- https://getapp.com/it-communications-software/telecom-expense-management: 5
- https://guideflow.com/blog/telecom-expense-software: 5

## 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.