Five of fourteen models named vCom Solutions first on the direct prompt; zero named LINQ Qonnect. vCom Solutions was named by eight of the fourteen models and LINQ Qonnect by nine and vCom Solutions carries 17 labels and LINQ Qonnect 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.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | LQ | |||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | LQ | |||||
| Grok 4.20 | LQ | LQ | LQ | |||
| Mistral Small | LQ | |||||
| DeepSeek V4 Flash | LQ | |||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | LQ | |||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 | LQ | |||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B | LQ |
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. 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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“vComSolutions or LINQ Qonnect are the most cited fits ... LINQ Qonnect for simplified mobile billing, savings guarantees” Muse Glimmer 30B · paraphrase prompt · first choice
“brightfin (formerly MobilityCentral) or LINQ Qonnect would be my top recommendations” Grok 4.20 · paraphrase prompt · first choice
“Best for a wireless-heavy environment seeking mobile inventory, device tracking, historical invoices, reports, and managed support.” Perplexity Sonar · paraphrase 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.