# Telecom expense management: what AI models recommend, October 2026

Gane Index, October 2026 Edition. Asked as "telecom expense management platform" and as "wireless and telecom bill management service", six framings each, to fourteen models with search on, on behalf of a mid-market B2B company. Added to the October 2026 Edition on October 4, 2026. Page: https://www.gane.ai/index/finance/spend/telecom-expense-management/2026-10

This is the permanent record of the October 2026 Edition, published October 1, 2026 and superseded since. The current standing: https://www.gane.ai/index/finance/spend/telecom-expense-management/index.md

**Standing:** Genuity leads with 19% of first choices; verdict contested. 48 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [Genuity](https://www.gane.ai/index/finance/vendors/genuity/index.md) | 19% | 7% | 14 |
| 2 | [Lightyear](https://www.gane.ai/index/finance/vendors/lightyear/index.md) | 15% | 3% | 31 |
| 3 | [vCom Solutions](https://www.gane.ai/index/finance/vendors/vcom-solutions/index.md) | 12% | 5% | 19 |
| 4 | [Mindglobal](https://www.gane.ai/index/finance/vendors/mindglobal/index.md) | 10% | 0% | 13 |
| 6 | [Calero](https://www.gane.ai/index/finance/vendors/calero/index.md) | 6% | 39% | 46 |
| 8 | [Brightfin](https://www.gane.ai/index/finance/vendors/brightfin/index.md) | 4% | 16% | 25 |
| 11 | [Sakon](https://www.gane.ai/index/finance/vendors/sakon/index.md) | 2% | 34% | 32 |
| 88 | [Tangoe One Telecom](https://www.gane.ai/index/finance/vendors/tangoe-one-telecom/index.md) | 0% | 53% | 45 |

Rank is by share of first choices among all 88 products named; products with the same share are tied, and the order among them carries no meaning. The table lists those with at least 10 labels.

## Each model's first choice on the direct prompt

- Claude Haiku 4.5: Lightyear; alternatives Cimpl, Tangoe One Telecom, Valicom's Clearview, vCom Solutions
- GPT-5.4 mini: Calero; alternatives Sakon, Tangoe One Telecom, Valicom Clearview
- Gemini 3.5 Flash: Lightyear; alternatives Brightfin, Mindglobal, vCom Solutions, vManager
- Perplexity Sonar: Brightfin; alternatives Clearview, Lightyear, vCom Solutions
- Grok 4.20: Sakon, vCom Solutions; alternatives Calero, Genuity, Valicom
- Mistral Small: ClearSight TEMs, LINQ Qonnect
- DeepSeek V4 Flash: Mindglobal, vCom Solutions; alternatives Cimpl, Lightyear, Valicom
- Llama 4 Maverick: ClearSight TEMs; alternatives LINQ Qonnect
- Qwen 3.7 Flash: Brightfin; alternatives RadiusPoint, vCom Solutions
- Kimi K2: Calero; alternatives Asignet, Tellennium, vCom Solutions
- GLM 4.7 FlashX: Upland Cimpl; alternatives Calero, Ginger Telecom, Lightyear, Stratix
- MiniMax M2.5: no first choice
- GPT-6 Luna: Clearview; alternatives Brightfin, Genuity
- Muse Glimmer 30B: Lightyear; alternatives Brightfin, Calero, Mindglobal, vCom Solutions

## Sources the answers cite

78 of 84 answers came back with a source list, from 14 of 14 models. Sites named in the most answers:

- capterra.com: 46 answers, 67 citations
- g2.com: 31 answers, 57 citations
- uplandsoftware.com: 30 answers, 32 citations
- mindglobal.com: 29 answers, 54 citations
- sociumit.com: 27 answers, 45 citations
- thectoclub.com: 27 answers, 27 citations
- cybernews.com: 25 answers, 33 citations
- use.expensify.com: 25 answers, 25 citations

Pages named in the most answers:

- https://capterra.com/resources/best-telecom-expense-management-software-review-analysis (35 answers)
- https://thectoclub.com/tools/best-telecom-expense-management-software (27 answers)
- https://uplandsoftware.com/cimpl/technology-expense-management/best-telecom-expense-management-software (27 answers)
- https://use.expensify.com/resource-center/guides/telecom-expense-management-solutions (25 answers)
- https://mindglobal.com/best-telecom-expense-management-providers (24 answers)
- https://sociumit.com/resources/blog/best-telecom-expense-management-software-2026 (21 answers)
- https://lightyear.ai/blogs/best-telecom-expense-management-software (20 answers)
- https://gartner.com/reviews/market/telecom-expense-management-services-global (19 answers)
- https://guideflow.com/blog/telecom-expense-software (18 answers)
- https://cybernews.com/it-management/best-telecom-expense-management-services (17 answers)

## Warned against

- Tangoe One Telecom: 24 of 45 labels negative. "platforms you should approach with caution or avoid:

1. Tangoe
   - Issues: Users frequently report an aging interface, a steep and complex onboarding process, and inconsistent support quality." (Mistral Small, negative prompt)
- Calero: 18 of 46 labels negative. "Users report slow data reporting, delayed updates when requesting changes, and poor customer support" (Kimi K2, negative prompt)
- Sakon: 11 of 32 labels negative. "What to Avoid for Mid-Market" (DeepSeek V4 Flash, direct prompt)
- Brightfin: 4 of 25 labels negative. "brightfin: Acquired by Proven Optics" (Gemini 3.5 Flash, negative prompt)

## Record

- Method: https://www.gane.ai/index/finance/methodology
- License: CC BY 4.0. Cite as Gane Index, October 2026 Edition, www.gane.ai/index/finance.