Three of fourteen models named VectorVMS first on the direct prompt; zero named Deel. VectorVMS was named by thirteen of the fourteen models and Deel by ten and VectorVMS carries 23 labels and Deel 18, so the shares are not directly comparable.
Named in one category this edition.
Named in seventeen 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.
| 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
No label in this category carried a quote.
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.