# Tangoe One Telecom: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 37 judge labels across 1 category by 14 of 14 models. Page: https://www.gane.ai/index/finance/vendors/tangoe-one-telecom

## 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% | 15 | 46% | 37 |

## What the models said for it

- "Arguably the most recognized name in enterprise TEM, Tangoe is considered a market leader for Fortune 500-scale organizations." (DeepSeek V4 Flash, Telecom expense mgmt)
- "Recognized as the best-in-class telecom expense management and technology expense optimization company across the globe" (Claude Haiku 4.5, Telecom expense mgmt)
- "Market leader by share and longest track record. End-to-end lifecycle for wireline, wireless, UCaaS and cloud." (Muse Glimmer 30B, Telecom expense mgmt)
- "### 1. Tangoe - Overview: A comprehensive, often fully managed TEM platform with strong global reach." (Grok 4.20, Telecom expense mgmt)

## And against it

- "I'd specifically avoid or heavily vet Tangoe given the combination of SEC fraud charges, a real data breach with personal data exposure" (DeepSeek V4 Flash, Telecom expense mgmt)
- "notably high negative rating (84% negative labels)... Many models and reviewers strongly advise against it for most organizations." (Mistral Small, Telecom expense mgmt)
- "The clearest caution flag. Reviews and comparisons cite an aging interface, difficult onboarding, and inconsistent support" (Perplexity Sonar, Telecom expense mgmt)
- "Tangoe carries the most documented risk due to its fraud history and persistent customer satisfaction problems." (Kimi K2, Telecom expense mgmt)

## By model

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

## Sources returned with these answers

The sites and pages cited by the answers that named Tangoe One Telecom, from 134 of the 137 answers that named it (only the models that return a source list).

### Domains cited

- capterra.com: 78
- softwareadvice.com: 71
- getapp.com: 59
- uplandsoftware.com: 55
- g2.com: 45
- mindglobal.com: 40
- gartner.com: 37
- guideflow.com: 30
- capterra.ca: 28
- companionlink.com: 28

### Pages cited

- https://softwareadvice.com/telecom-expense-management: 60
- https://capterra.com/resources/best-telecom-expense-management-software-review-analysis: 59
- https://getapp.com/it-communications-software/telecom-expense-management: 54
- https://uplandsoftware.com/cimpl/technology-expense-management/best-telecom-expense-management-software: 42
- https://mindglobal.com/best-telecom-expense-management-providers: 33
- https://guideflow.com/blog/telecom-expense-software: 30
- https://use.expensify.com/resource-center/guides/telecom-expense-management-solutions: 23
- https://tailwindvoiceanddata.com/blog/the-7-best-telecom-expense-management-companies-in-2026: 21

## In its own words

What Tangoe One Telecom's own pages state, read 2026-10-05. Stated by the vendor, not checked by the index.

- Positioning: Leading IT Asset & Expense Management Solution; One Platform For Complete IT Asset & Expense Management; the industry’s first comprehensive platform to control your cloud, mobile, and telecom costs with guaranteed savings (https://tangoe.com/)
- For: businesses of all sizes; IT, finance, and procurement leaders; enterprises of all sizes (https://tangoe.com/)
- Integrations claimed: 300 (https://tangoe.com/); 775 (https://www.tangoe.com/partners) (pages disagree)
- Hosting: EMEA & US Hosted SaaS Services
- Customers named: Experian, Rich’s Products, Linus Health, Avant, HCL

## What it publishes

Every page tangoe.com exposes, read 2026-10-05: 2535 addresses. By kind, pages and the last 90 days:

- blog: 464 pages, 9 in the last 90 days, latest 2026-09-29
- case study: 82 pages, 0 in the last 90 days, latest 2024-10-04
- webinar or virtual event: 7 pages, 1 in the last 90 days, latest 2026-08-11
- conference or event: 1 pages, 0 in the last 90 days, latest undated
- report or ebook: 46 pages, 0 in the last 90 days, latest 2026-04-17
- comparison: 9 pages, 0 in the last 90 days, latest 2025-10-10
- template or tool: 2 pages, 0 in the last 90 days, latest 2024-03-04
- glossary or explainer: 175 pages, 0 in the last 90 days, latest 2024-01-23
- podcast or video: 58 pages, 2 in the last 90 days, latest 2026-08-27
- news or press: 67 pages, 1 in the last 90 days, latest 2026-07-30
- Recent: 2026-09-29 blog: Ai automation or something else choosing the right tool for the job https://www.tangoe.com/blog/ai-automation-or-something-else-choosing-the-right-tool-for-the-job
- Recent: 2026-09-10 blog: How to protect mobile devices like the critical infrastructure they are https://www.tangoe.com/blog/how-to-protect-mobile-devices-like-the-critical-infrastructure-they-are
- Recent: 2026-08-27 podcast or video: Tangoe one managed mobility services https://www.tangoe.com/video/tangoe-one-managed-mobility-services
- Recent: 2026-08-27 blog: Token spend is todays top ai cost management challenge heres how to control it https://www.tangoe.com/blog/token-spend-is-todays-top-ai-cost-management-challenge-heres-how-to-control-it
- Recent: 2026-08-11 podcast or video: Tangoe tem https://www.tangoe.com/video/tangoe-tem
- Recent: 2026-08-11 webinar or virtual event: Tangoe kubex on demand webinar https://www.tangoe.com/video/tangoe-kubex-on-demand-webinar

## 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.