Three of fourteen models named Beeline first on the direct prompt; zero named Worksome. Beeline was named by fourteen of the fourteen models and Worksome by twelve and Beeline carries 48 labels and Worksome 17, so the shares are not directly comparable.
Named in two categories 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.
| 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. 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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“Worksome (2.1/5) - Reviewers cite late payments, unclear payout timing, and redundant payment verification issues” MiniMax M2.5 · negative prompt · soft negative
“| 1 | Worksome | Broad platform for sourcing, classifying, paying, and reporting on global contractors” GLM 4.7 FlashX · comparative prompt · first choice
“If I had to pick one default recommendation for a typical mid-sized B2B company, I'd lean Worksome” GPT-5.4 mini · paraphrase prompt · first choice
“or Worksome if you want an integrated sourcing and management solution with streamlined onboarding” Claude Haiku 4.5 · paraphrase 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.