Telecom expense management · November 2026 Edition
vCom Solutions vs Brightfin
Five of fourteen models named vCom Solutions first on the direct prompt; four named Brightfin. vCom Solutions was named by eight of the fourteen models and Brightfin by fourteen and vCom Solutions carries 17 labels and Brightfin 42, so the shares are not directly comparable.
Named in one category this edition.
Named in one category this edition.
First-choice share18%14%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate6%10%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#1#2A position in a field of 12; printed, not drawn.
Labels1742A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, vCom Solutions reading right to left. Rank and label count are printed, not drawn.ExpenseLogic was named alongside these two in eight of the fourteen direct answers. vCom Solutions vs Genuity · vCom Solutions vs ExpenseLogic · vCom Solutions vs LINQ Qonnect
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the telecom expense management page.
By framing
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
vCom SolutionsFirst choices, of fourteen modelsBrightfin
Direct541 against Brightfin
Paraphrase43
Comparative01
Budget-constrained001 against vCom Solutions · 1 against Brightfin
Scale-constrained11
Negative012 against Brightfin
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.
Across every category in the November 2026 Edition, vCom Solutions and Brightfin were named in the same answer twenty times, of the 32 answers naming vCom Solutions and the 111 naming Brightfin. In those answers Brightfin took the first choice zero times and vCom Solutions seven.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where vCom Solutions and Brightfin stood in it.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | | | | |||
| GPT-5.4 mini | | | ||||
| Gemini 3.5 Flash | | | | | | |
| Perplexity Sonar | | | | |||
| Grok 4.20 | | | | | | |
| Mistral Small | | | ||||
| DeepSeek V4 Flash | | | | | ||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | | | | | ||
| Kimi K2 | | | ||||
| GLM 4.7 FlashX | | | | |||
| MiniMax M2.5 | | | | |||
| GPT-6 Luna | | | | |||
| Muse Glimmer 30B | | |
vCom Solutions Brightfin first choice named as an alternative argued againstblank: not namedEach cell is one answer, vCom Solutions on the left and Brightfin on the right.The direct prompt
The plain question, one answer per model, grouped by where vCom Solutions and Brightfin stood in it.
vCom Solutions first, Brightfin an alternative
5 of 14 modelsBrightfin was named in the answer but not as the choice, or not at all.GPT-5.4 miniValicom Clearview, vCom Solutions alternatives: Brightfin, Sakon TEM, Tangoe One Telecom
Gemini 3.5 FlashvCom Solutions alternatives: Brightfin, Calero, Mindglobal, Sakon
Perplexity SonarvCom Solutions alternatives: Lightyear, Upland Cimpl
Kimi K2vCom Solutions alternatives: Brightfin, ExpenseLogic, Tangoe One Telecom
Muse Glimmer 30BMindglobal, vCom Solutions alternatives: Brightfin, Calero, ExpenseLogic, Valicom
Brightfin first, vCom Solutions not the choice
4 of 14 modelsvCom Solutions was named in the answer but not as the choice, or not at all.Grok 4.20Brightfin alternatives: ExpenseLogic, Genuity, Mobil, zLinq
Mistral SmallBrightfin, ExpenseLogic alternatives: Motus
Qwen 3.7 FlashBrightfin, Tangoe One Telecom alternatives: ExpenseLogic, Mobil
MiniMax M2.5Brightfin alternatives: ExpenseLogic, vManager
Neither was the first choice, one was named
4 of 14 modelsThe answer put something else first and named one of the two as an alternative.Claude Haiku 4.5Mindglobal alternatives: Calero, ClearSight, Lightyear, Sakon, vCom Solutions
DeepSeek V4 FlashExpenseLogic alternatives: Brightfin, Temforce
GLM 4.7 FlashXExpenseLogic, OneBill alternatives: Brightfin, Motus, Temforce
GPT-6 LunaClearview alternatives: Upland Cimpl, vCom Solutions
Neither was named
1 of 14 modelsThe answer made no first choice from these two in this category.Llama 4 Maverickno first choice
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
vCom Solutions leads by two points.
vCom Solutions4%#7 of 15Brightfin2%#8 of 15Mid-marketThe figures above
vCom Solutions leads by four points.
vCom Solutions18%#1 of 12Brightfin14%#2 of 12Enterprise
Level: the same share of first choices.
vCom Solutions0%#– of 12Brightfin0%#9 of 12What the models said about vCom Solutions
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“vCom publishes pricing of 2% of spend under management and notes that it may not be the most cost-effective fit for businesses with fewer than 50 mobile devices.” GPT-6 Luna · budget prompt · soft negative
“Start with vCom if you want a managed service that handles everything with predictable pricing and hands-on support.” Kimi K2 · direct prompt · first choice
“Want a hands-off, analyst-driven program with published pricing and mid-market focus → vCom Solutions or Mindglobal” Muse Glimmer 30B · direct prompt · first choice
“I'd recommend vCom Solutions (specifically their vManager platform) as a top choice for a mid-sized B2B company” MiniMax M2.5 · paraphrase prompt · first choice
What the models said about Brightfin
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Choose Brightfin only if ServiceNow is already central to IT operations; otherwise its ecosystem advantage may not justify the dependency.” Perplexity Sonar · direct prompt · soft negative
“Ecosystem-Locked Platforms (e.g., ServiceNow-centric TEM like Brightfin) ... adds unnecessary licensing overhead and implementation friction” Gemini 3.5 Flash · negative prompt · soft negative
“Evaluate carefully if you need mature, independent telecom operations rather than a ServiceNow-centered IT-cost platform.” Perplexity Sonar · negative prompt · soft negative
“brightfin (formerly MobilityCentral) stands out as the best telecom expense management (TEM) platform for a mid-market B2B company.” Grok 4.20 · direct prompt · first choice
“prioritize modern, API-driven vendors (such as *Brightfin, Sakon, vCom, or Calero*) over legacy, heavyweight enterprise tools” Gemini 3.5 Flash · scale prompt · first choice
“brightfin (formerly MobilityCentral): Strong for IT expense transparency across mobile, fixed, and cloud (4.7/5).” Grok 4.20 · negative prompt · first choice
Also compared
vCom Solutions vs GenuityvCom Solutions vs ExpenseLogicvCom Solutions vs LINQ QonnectvCom Solutions vs TemforcevCom Solutions vs LightyearvCom Solutions vs SakonBrightfin vs GenuityBrightfin vs ExpenseLogicBrightfin vs LINQ QonnectBrightfin vs TemforceBrightfin vs LightyearBrightfin vs SakonAll twenty-eight head-to-head pages and the full telecom expense mgmt standing
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.