Zero of fourteen models named Workforce.com first on the direct prompt; one named Dayforce. Workforce.com was named by ten of the fourteen models and Dayforce by twelve and Workforce.com carries 15 labels and Dayforce 20, so the shares are not directly comparable.
Named in five categories this edition.
Named in fourteen 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 workforce management suites 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 six in this category shown.
“Complaints about nonexistent customer service ("You can't even talk to anyone")” Kimi K2 · negative prompt · soft negative
“Customer support problems — users report being unable to reach anyone” DeepSeek V4 Flash · negative prompt · soft negative
“Strong reviews overall, but several recurring drawbacks” GLM 4.7 FlashX · negative prompt · soft negative
“Workforce.com - an all-in-one payroll, HR, scheduling, time and attendance, and workforce management platform built for hourly and shift-based teams.” Llama 4 Maverick · paraphrase prompt · first choice
“Workforce.com is another top choice, praised for its centralized dashboard” Mistral Small · paraphrase prompt · first choice
“I'd recommend Workforce.com as the top WFM platform.” Grok 4.1 Fast · paraphrase prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“Highest Caution: Multiple Serious Complaints ... Customer service is repeatedly called "terrible"” Kimi K2 · negative prompt · hard negative
“Some heavy enterprise systems (like UKG Pro, Dayforce, or SAP SuccessFactors) might be overly complex and expensive to implement for 500 people.” Gemini 3.5 Flash · scale prompt · soft negative
“mid-market teams often land on ADP Workforce Now, Dayforce, or UKG Pro for strong payroll and workforce management” Muse Glimmer 30B · direct prompt · first choice
“with Dayforce as my default first choice if you want a more unified HR/pay/scheduling stack” GPT-5.4 mini · 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.