Zero of fourteen models named Conexis VMS first on the direct prompt; one named Magnit. Conexis VMS was named by eleven of the fourteen models and Magnit by twelve and Conexis VMS carries 15 labels and Magnit 21, so the shares are not directly comparable.
Named in two categories 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 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. Three of four in this category shown.
“Conexis VMS stands out as the best vendor management system (VMS) option for managing contingent workers” Grok 4.1 Fast · budget prompt · first choice
“Mid-Market / Agile VMS (e.g., Worksuite, TalentDesk, Conexis)” Gemini 3.5 Flash · scale prompt · first choice
“Best Overall (Transparent, Low Cost): Conexis VMS” DeepSeek V4 Flash · 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.
“Quote-based, typically high | Built for large global programs” Kimi K2 · budget prompt · hard negative
“quote-only and typically cost six figures annually, so they are out of scope for a limited budget” DeepSeek V4 Flash · budget prompt · soft negative
“note a steep learning curve and enterprise-grade complexity that can overwhelm mid-market teams” DeepSeek V4 Flash · direct prompt · soft negative
“Mid-Market Focused VMS: Tools like Magnit, Beeline, or SimplifyVMS. These are built to be easier to implement than enterprise giants” Qwen 3.7 Flash · scale prompt · first choice
“Focus your shortlist on SimplifyVMS, Magnit, and VectorVMS” DeepSeek V4 Flash · scale prompt · first choice
“SAP Fieldglass and Magnit are the leading choices” MiniMax M2.5 · 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.