Five of fourteen models named vCom Solutions first on the direct prompt; zero named Lightyear. vCom Solutions was named by eight of the fourteen models and Lightyear by twelve and vCom Solutions carries 17 labels and Lightyear 19, so the shares are not directly comparable.
Named in one category this edition.
Named in two categories 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, vCom Solutions and Lightyear were named in the same answer fourteen times, of the 32 answers naming vCom Solutions and the 66 naming Lightyear. In those answers Lightyear took the first choice four times and vCom Solutions four.
| 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. 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.
“Lightyear is the strongest platform to shortlist” Perplexity Sonar · budget prompt · first choice
“Modern platforms (like Brightfin, ExpenseLogic, or Lightyear) build their value proposition around automated invoice parsing” Qwen 3.7 Flash · negative prompt · alternative
“Alternative Budget Option ... Lightyear has pricing based on the number of services managed, with procurement free to use” Claude Haiku 4.5 · budget 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.