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Telecom expense management · November 2026 Edition

Brightfin vs ExpenseLogic

Four of fourteen models named Brightfin first on the direct prompt; three named ExpenseLogic. Brightfin was named by fourteen of the fourteen models and ExpenseLogic by ten and Brightfin carries 42 labels and ExpenseLogic 33, so the shares are not directly comparable.

Brightfin

accepted challenger

Named in one category this edition.

ExpenseLogic

accepted challenger

Named in one category this edition.

First-choice share14%7%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate10%0%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#2#4A position in a field of 12; printed, not drawn.
Labels4233A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Brightfin reading right to left. Rank and label count are printed, not drawn.vCom Solutions vs Brightfin · vCom Solutions vs ExpenseLogic · Brightfin vs Genuity

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.
BrightfinFirst choices, of fourteen modelsExpenseLogic
Direct431 against Brightfin
Paraphrase31
Comparative11
Budget-constrained001 against Brightfin
Scale-constrained10
Negative112 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, Brightfin and ExpenseLogic were named in the same answer forty-eight times, of the 111 answers naming Brightfin and the 76 naming ExpenseLogic. In those answers ExpenseLogic took the first choice six times and Brightfin ten.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where Brightfin and ExpenseLogic stood in it.
ModelDirectEXParaphraseEXComparativeEXBudget-constrainedEXScale-constrainedEXNegativeEX
Claude Haiku 4.5
GPT-5.4 mini
Gemini 3.5 Flash
Perplexity SonarEXEX
Grok 4.20EXEXEXEXEX
Mistral SmallEXEXEX
DeepSeek V4 FlashEXEXEXEX
Llama 4 Maverick
Qwen 3.7 FlashEXEXEX
Kimi K2EXEX
GLM 4.7 FlashXEXEXEX
MiniMax M2.5EXEXEX
GPT-6 Luna
Muse Glimmer 30BEXEX
BrightfinEX ExpenseLogic first choice named as an alternative argued againstblank: not namedEach cell is one answer, Brightfin on the left and ExpenseLogic on the right.

The direct prompt

The plain question, one answer per model, grouped by where Brightfin and ExpenseLogic stood in it.

Both were the first choice

1 of 14 modelsThe answer named them together, and the judge labeled each a first choice.
Mistral SmallBrightfin, ExpenseLogic alternatives: Motus

Brightfin first, ExpenseLogic an alternative

3 of 14 modelsExpenseLogic was named in the answer but not as the choice, or not at all.
Grok 4.20Brightfin alternatives: ExpenseLogic, Genuity, Mobil, zLinq
Qwen 3.7 FlashBrightfin, Tangoe One Telecom alternatives: ExpenseLogic, Mobil
MiniMax M2.5Brightfin alternatives: ExpenseLogic, vManager

ExpenseLogic first, Brightfin an alternative

2 of 14 modelsBrightfin was named in the answer but not as the choice, or not at all.
DeepSeek V4 FlashExpenseLogic alternatives: Brightfin, Temforce
GLM 4.7 FlashXExpenseLogic, OneBill alternatives: Brightfin, Motus, Temforce

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.
GPT-5.4 miniValicom Clearview, vCom Solutions alternatives: Brightfin, Sakon TEM, Tangoe One Telecom
Gemini 3.5 FlashvCom Solutions alternatives: Brightfin, Calero, Mindglobal, Sakon
Kimi K2vCom Solutions alternatives: Brightfin, ExpenseLogic, Tangoe One Telecom
Muse Glimmer 30BMindglobal, vCom Solutions alternatives: Brightfin, Calero, ExpenseLogic, Valicom

Neither was named

4 of 14 modelsThe answer made no first choice from these two in this category.
Claude Haiku 4.5Mindglobal alternatives: Calero, ClearSight, Lightyear, Sakon, vCom Solutions
Perplexity SonarvCom Solutions alternatives: Lightyear, Upland Cimpl
Llama 4 Maverickno first choice
GPT-6 LunaClearview alternatives: Upland Cimpl, vCom Solutions

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
ExpenseLogic leads by four points.
ExpenseLogic6%#5 of 15
Brightfin2%#8 of 15
The full small business standing →
Mid-marketThe figures above
The order flips: Brightfin leads at mid-market.
Brightfin14%#2 of 12
ExpenseLogic7%#4 of 12
The full mid-market standing →
Enterprise
Level: the same share of first choices.
Brightfin0%#9 of 12
ExpenseLogic0%#11 of 12
The full enterprise standing →

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

What the models said about ExpenseLogic

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.

“brightfin and ExpenseLogic are top choices due to their strong automation, reconciliation, and cost-saving features” Mistral Small · direct prompt · first choice
“ExpenseLogic (4.8/5 on Capterra, 31 reviews) and WidePoint (5.0/5, 5 reviews) received notably strong ratings” DeepSeek V4 Flash · negative prompt · first choice
“ExpenseLogic and OneBill are standout choices due to their strong ratings, comprehensive features” Mistral Small · paraphrase prompt · first choice
Also compared

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.