Three of fourteen models named VectorVMS first on the direct prompt; three named Beeline. VectorVMS was named by thirteen of the fourteen models and Beeline by fourteen and VectorVMS carries 23 labels and Beeline 48, 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 contingent workforce management page.
Across every category in the October 2026 Edition, VectorVMS and Beeline were named in the same answer forty-seven times, of the 60 answers naming VectorVMS and the 151 naming Beeline. In those answers Beeline took the first choice four times and VectorVMS sixteen.
| 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. Four of five in this category shown.
“reviews mention lag when many users are connected and a more limited feature set” GPT-5.4 mini · negative prompt · soft negative
“VectorVMS is the most commonly recommended low-cost entry because buyers can often access the platform with no direct licensing fees” Muse Glimmer 30B · budget prompt · first choice
“Best‑in‑class for governed vendor workflows, clear supplier portal visibility, and mid‑market‑specific configuration depth.” GLM 4.7 FlashX · direct prompt · first choice
“VectorVMS is frequently recommended as a strong, cost-effective choice for small to medium-sized businesses” Mistral Small · budget 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.
“legacy VMS platforms are notoriously slow and difficult to navigate... Avoid if: Your organization has fewer than 500 contingent workers” Gemini 3.5 Flash · negative prompt · hard negative
“traditional enterprise solutions (like SAP Fieldglass, Beeline, or Workday VNDLY) are usually not viable options” Gemini 3.5 Flash · budget prompt · hard negative
“Avoid enterprise giants (e.g., SAP Fieldglass, Beeline) unless you have 500+ workers.” Grok 4.1 Fast · budget prompt · hard negative
“I'd pick Beeline for most mid-market B2B companies because it's purpose-built for contingent workforce management” GPT-5.4 mini · direct prompt · first choice
“Choose Beeline if you need best-of-breed VMS capabilities with mature program governance” Kimi K2 · comparative prompt · first choice
“SAP Fieldglass and Beeline often top lists for market share and features.” Grok 4.1 Fast · comparative 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.