vManager
Read the same way at every company size.
The standing depends on who is buying. Every model is asked the same questions for each company size.
Genuity is first at 35%.
vCom Solutions is first at 18%. 0 of 14 models made it the first choice when asked directly.
Tangoe One Telecom is first at 53%.
Why models recommend it
“For automation and invoice accuracy: ExpenseLogic or vManager.”Mistral Small · Comparative question · first choice
“Tightest budget: vManager”GPT-5.4 mini · Budget-constrained question · first choice
“Best For: Organizations seeking cloud-based telecom expense management”MiniMax M2.5 · Comparative question · alternative
“Claims to lead TEM specifically for mid-sized businesses.”DeepSeek V4 Flash · Comparative question · alternative
What gives them pause
No model argued against it.
Also on the shortlist
The products named in the same answers as vManager, over the 18 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 13 | 3 | View → | |
| 11 | 0 | View → | |
| 10 | 2 | View → | |
| 8 | 7 | View → | |
| 6 | 1 | View → | |
| 5 | 1 | View → | |
| 5 | 0 | View → | |
| 5 | 0 | View → | |
| 4 | 0 | View → | |
| 4 | 0 | View → |
A side-by-side page exists where both products are among a category's top eight.
How this is measured
Fourteen AI models from 12 labs are asked the same buying questions six ways, for three company sizes. Standings refresh every edition.
Gane sells AI visibility software. No company can pay to change a result.
Read the method →Sources returned with these answers
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted. These counts come from 18 of the 18 answers that named vManager and are not a share of its labels.
Domains cited
No domain is on file for vManager, so its own site is not marked. Seven were to the publisher's own pages (the Gane Index), which the models cite like any other source; they are not counted as a third party.
Pages cited
Pages are listed as the models cited them.
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 |