accepted challengerNamed in thirty-three categories this edition.
accepted challengerNamed in twenty-two categories this edition.
First-choice share28%4%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate2%0%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#1#7A position in a field of 12; printed, not drawn.
Labels4635A count; the two differ.
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 employee onboarding page.
By framing
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
RipplingFirst choices, of fourteen modelsHiBob
Direct71
Paraphrase70
Comparative50
Budget-constrained00
Scale-constrained01
Negative101 against Rippling
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.
Across every category in the November 2026 Edition, Rippling and HiBob were named in the same answer 233 times, of the 1650 answers naming Rippling and the 375 naming HiBob. In those answers HiBob took the first choice eleven times and Rippling fifty-six.
The direct prompt
The plain question, one answer per model, grouped by where Rippling and HiBob stood in it.
Rippling first, HiBob an alternative
7 of 14 modelsHiBob was named in the answer but not as the choice, or not at all.GPT-5.4 miniRippling alternatives: ADP Workforce Now, BambooHR, HiBob
Gemini 3.5 FlashRippling alternatives: BambooHR, Enboarder, HiBob, Process Street
Perplexity SonarRippling alternatives: BambooHR, Deel, HiBob, Trainual
xAIGrok 4.20Rippling alternatives: BambooHR, Deel, Enboarder, Gusto, HiBob
Mistral SmallBambooHR, Rippling alternatives: Deel, HiBob, Workable HR
Qwen 3.7 FlashPersonio, Rippling alternatives: Continu, Deel, Enboarder, HiBob, Zoho People
GPT-6 LunaRippling alternatives: BambooHR, Enboarder, HiBob
HiBob first, Rippling an alternative
1 of 14 modelsRippling was named in the answer but not as the choice, or not at all.DeepSeek V4 FlashBambooHR, HiBob alternatives: Enboarder, Rippling
Neither was the first choice, one was named
5 of 14 modelsThe answer put something else first and named one of the two as an alternative.Claude Haiku 4.5Paylocity alternatives: BambooHR, Docebo, HiBob, Sapling HR
Kimi K2BambooHR alternatives: HiBob, Rippling, Workable HR
Z.AIGLM 4.7 FlashXWorkable HR alternatives: BambooHR, ClearCompany, Enboarder, HiBob
MiniMax M2.5BambooHR, Workable HR alternatives: HiBob
Muse Glimmer 30BWorkable HR alternatives: BambooHR, HiBob, Rippling
Neither was named
1 of 14 modelsThe answer made no first choice from these two in this category.Llama 4 Maverickno first choice
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.
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.