accepted challengerNamed in twenty-nine categories this edition.
accepted challengerNamed in twenty-four categories this edition.
First-choice share26%11%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate8%0%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#1#3A position in a field of 13; printed, not drawn.
Labels4934A 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 HRIS and HCM platforms 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
Direct931 against Rippling
Paraphrase43
Comparative20
Budget-constrained00
Scale-constrained10
Negative103 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 October 2026 Edition, Rippling and HiBob were named in the same answer 174 times, of the 1329 answers naming Rippling and the 346 naming HiBob. In those answers HiBob took the first choice thirteen times and Rippling twenty-nine.
The direct prompt
The plain question, one answer per model, grouped by where Rippling and HiBob stood in it.
Both were the first choice
2 of 14 modelsThe answer named them together, and the judge labeled each a first choice.Qwen 3.7 FlashHiBob, Rippling alternatives: BambooHR, Paylocity
Z.AIGLM 4.7 FlashXHiBob, Rippling alternatives: BambooHR, Paylocity
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: BambooHR, HiBob
Gemini 3.5 FlashRippling alternatives: ADP Workforce Now, BambooHR, HiBob, Paylocity
Perplexity SonarRippling alternatives: HiBob, Paylocity
xAIGrok 4.1 FastRippling alternatives: ADP Workforce Now, BambooHR, HiBob, Paylocity
DeepSeek V4 FlashRippling alternatives: ADP Workforce Now, BambooHR, HiBob, Paylocity
Kimi K2Rippling alternatives: BambooHR, HiBob, Paylocity
GPT-6 LunaRippling alternatives: ADP Workforce Now, HiBob, UKG Ready
HiBob first, Rippling not the choice
1 of 14 modelsRippling was named in the answer but not as the choice, or not at all.MiniMax M2.5BambooHR, HiBob
Neither was the first choice, one was named
2 of 14 modelsThe answer put something else first and named one of the two as an alternative.Claude Haiku 4.5HiBob's Bob, Paylocity alternatives: BambooHR, Rippling
Muse Glimmer 30BADP Workforce Now alternatives: BambooHR, HiBob, Paylocity, Rippling
Neither was named
2 of 14 modelsThe answer made no first choice from these two in this category.Mistral SmallPaylocity, Workday HCM alternatives: ADP Workforce Now
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.