One of fourteen models named ServiceNow HR Service Delivery first on the direct prompt; one named BambooHR. ServiceNow HR Service Delivery was named by fourteen of the fourteen models and BambooHR by ten and ServiceNow HR Service Delivery carries 47 labels and BambooHR 16, so the shares are not directly comparable.
Named in three categories this edition.
Named in twenty-eight 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 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 | ||||||
| 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.
“are enterprise-grade and expensive (not budget-friendly)” Kimi K2 · budget prompt · hard negative
“Many organizations adapt ITSM tools (e.g., classic ServiceNow, BMC, ManageEngine, Ivanti) for HR service management. While powerful, they often introduce: Steep learning curves” GLM 4.7 FlashX · negative prompt · soft negative
“is worth evaluating for complex, high-volume operations, but it may be more platform than a small HR team needs... G2 reviewers also flag cost and learning curve” GPT-6 Luna · negative prompt · soft negative
“I'd generally recommend ServiceNow HR Service Delivery if your priority is a strong HR case management system plus a polished employee self-service portal” GPT-5.4 mini · paraphrase prompt · first choice
“ServiceNow HR Service Delivery is the go‑to for large, complex organizations that need workflow orchestration, SLA management, and ITSM integration.” GLM 4.7 FlashX · comparative prompt · first choice
“Often considered a gold standard for enterprise HR service management (HRSM) due to its scalability and integration capabilities” Mistral Small · comparative 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.