One of fourteen models named Mindglobal first on the direct prompt; two named Brightfin. Mindglobal was named by seven of the fourteen models and Brightfin by eleven and Mindglobal carries 13 labels and Brightfin 25, 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 October 2026 Edition, Mindglobal and Brightfin were named in the same answer fifteen times, of the 25 answers naming Mindglobal and the 72 naming Brightfin. In those answers Brightfin took the first choice zero times and Mindglobal two.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.1 Fast | ||||||
| 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. Three of four in this category shown.
“vCom Solutions / Tellennium / Mindglobal: Highly regarded for providing a strong managed service layer specifically tailored to mid-market organizations” Gemini 3.5 Flash · scale prompt · first choice
“MindGlobal and vCom are the strongest all-around choices” DeepSeek V4 Flash · direct prompt · first choice
“I recommend MindGlobal as the top choice” GLM 4.7 FlashX · paraphrase prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“brightfin: Acquired by Proven Optics” Gemini 3.5 Flash · negative prompt · hard negative
“brightfin — verify post-combination product plans. ... That's a reason to ask about product direction, support ownership, and reference customers” GPT-6 Luna · negative prompt · soft negative
“Strong automation capabilities and native ServiceNow integration, but reviews note: "Limited functionality outside of ServiceNow environments."” Muse Glimmer 30B · negative prompt · soft negative
“1. Brightfin ... Best For: Companies already using (or planning to use) ServiceNow.” Qwen 3.7 Flash · direct prompt · first choice
“the strongest overall choice from the results is Brightfin” Perplexity Sonar · direct prompt · first choice
“the unified Brightfin brand has established itself as a powerhouse that bridges TEM and IT Financial Management (ITFM)” Gemini 3.5 Flash · comparative prompt · alternative
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.