Zero of twelve models named HR Acuity first on the direct prompt; one named ServiceNow HR Service Delivery. HR Acuity was named by nine of the twelve models and ServiceNow HR Service Delivery by twelve and HR Acuity carries 10 labels and ServiceNow HR Service Delivery 25, 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 twelve 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 HR help desk and case 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 |
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.
“Best Overall for Mid-Market B2B: HR Acuity – Excellent for employee relations case management with defensible investigations and risk analytics.” MiniMax M2.5 · paraphrase prompt · first choice
“the consensus leader for mid-market to enterprise ER casework ... this is the top call” DeepSeek V4 Flash · paraphrase prompt · first choice
“### 1. HR Acuity (Best for case management focus)” Claude Haiku 4.5 · paraphrase 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.
“One buyer guide explicitly says not to buy ServiceNow HR Service Delivery in that case.” Perplexity Sonar · negative prompt · hard negative
“Heavyweight, enterprise-tier giants like ServiceNow HRSD or Workday Help... frequently over-purchased by companies that lack the resources to maintain them.” Gemini 3.5 Flash · negative prompt · soft negative
“While it is considered one of the best overall HR service delivery software for large, complex organizations, it has a steep learning curve.” Llama 4 Maverick · negative prompt · soft negative
“ServiceNow HRSD is uniquely positioned as a service delivery orchestration layer that complements (rather than replaces) your core HRIS” Kimi K2 · comparative prompt · first choice
“ServiceNow HR Service Delivery leads the pack for enterprise‑scale, AI‑driven case management and workflow orchestration.” GLM 4.7 FlashX · comparative prompt · first choice
“ServiceNow is strongest when you need enterprise-grade workflow orchestration across many departments and countries.” Perplexity Sonar · 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.