Two of fourteen models named HiBob first on the direct prompt; zero named Paylocity. HiBob was named by fourteen of the fourteen models and Paylocity by twelve and HiBob carries 37 labels and Paylocity 31, so the shares are not directly comparable.
Named in twenty-two categories this edition.
Named in nineteen 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 HRIS and HCM platforms page.
Across every category in the November 2026 Edition, HiBob and Paylocity were named in the same answer fifty-six times, of the 375 answers naming HiBob and the 279 naming Paylocity. In those answers Paylocity took the first choice four times and HiBob three.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.20 | ||||||
| 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. Two of two in this category shown.
“HiBob for payroll-heavy or highly global deployments: Its payroll coverage varies by country, and missing modules such as payroll or ATS may require integrations.” Perplexity Sonar · negative prompt · soft negative
“I recommend starting with demos of Rippling and HiBob—they're the most frequently recommended for mid-market B2B scaling.” Grok 4.20 · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“Deteriorating service — even users who were historically satisfied report significant declines in service quality” DeepSeek V4 Flash · negative prompt · hard negative
“For most mid-sized B2B companies, Paylocity would be the strongest default recommendation.” Perplexity Sonar · 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.