Four of fourteen models named Brightfin first on the direct prompt; zero named Genuity. Brightfin was named by fourteen of the fourteen models and Genuity by nine and Brightfin carries 42 labels and Genuity 15, 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 Genuity were named in the same answer twenty-five times, of the 111 answers naming Brightfin and the 52 naming Genuity. In those answers Genuity took the first choice thirteen times and Brightfin three.
| 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 |
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. Four of five in this category shown.
“Reasonable for smaller organizations, but likely to be outgrown by companies with complex, large-scale telecom environments.” Perplexity Sonar · negative prompt · soft negative
“Genuity stands out as the best telecom expense management (TEM) platform for a company with a limited budget” Grok 4.20 · budget prompt · first choice
“the best telecom expense management platform for a company with a limited budget is Genuity” Claude Haiku 4.5 · budget prompt · first choice
“Top Recommendation: Genuity ... most budget-friendly comprehensive TEM solution” GLM 4.7 FlashX · budget 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.