accepted challengerNamed in sixteen categories this edition.
accepted challengerNamed in twenty-eight categories this edition.
First-choice share6%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate0%7%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#5#7A position in a field of 11; printed, not drawn.
Labels1014A count; the two differ.
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 AI assistants page.
By framing
How many of the twelve models made each the first choice, per way of asking, and how many argued against it.
HiBobFirst choices, of twelve modelsRippling
Direct311 against Rippling
Paraphrase00
Comparative00
Budget-constrained00
Scale-constrained00
Negative00
Bars are first choices, 0 to 12 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to twelve.
Across every category in the September 2026 Edition, HiBob and Rippling were named in the same answer 143 times, of the 261 answers naming HiBob and the 1168 naming Rippling. In those answers Rippling took the first choice thirty-eight times and HiBob fifteen.
The direct prompt
The plain question, one answer per model, grouped by where HiBob and Rippling stood in it.
HiBob first, Rippling an alternative
3 of 12 modelsRippling was named in the answer but not as the choice, or not at all.DeepSeek V4 FlashHiBob alternatives: Lattice, Leena AI, Paradox, Rippling
Qwen 3.7 FlashHiBob alternatives: BambooHR, Greenhouse, Lattice
MiniMax M2.5HiBob, Lattice alternatives: HelpJet, Monday.com AI Agents, Paycor
Rippling first, HiBob not the choice
1 of 12 modelsHiBob was named in the answer but not as the choice, or not at all.xAIGrok 4.1 FastRippling alternatives: BambooHR, Lattice
Neither was the first choice, one was named
3 of 12 modelsThe answer put something else first and named one of the two as an alternative.Gemini 3.5 FlashWorkativ Assistant alternatives: BambooHR / Bamboo AI, Juicebox, Leena AI, MeBeBot, Paradox, PeopleGPT, Rippling
Mistral SmallLeena AI, Workativ Assistant alternatives: HiBob, Lattice, Paycor
Llama 4 MaverickLattice alternatives: HiBob, Leena AI, Paycor, Windmill
Neither was named
5 of 12 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5Moveworks alternatives: Leapsome, Leena AI, Paycor
GPT-5.4 miniBambooHR with Bamboo AI / Ask BambooHR alternatives: Workday
Perplexity SonarMoveworks alternatives: Lattice, Leena AI, Workativ Assistant
Kimi K2MeBeBot alternatives: Lattice, Paradox
Z.AIGLM 4.7 FlashXLattice alternatives: BambooHR, Greenhouse AI, Humand, Leena AI, Workativ Assistant
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.