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.
Named in one category this edition.
Named in one category this edition.
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.
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.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | EX | EX | ||||
| Grok 4.20 | ||||||
| Mistral Small | EX | |||||
| DeepSeek V4 Flash | EX | |||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | EX | |||||
| Kimi K2 | EX | |||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 | EX | |||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B |
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.
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
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
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.