HiBob vs ADP Workforce Now
Three of fourteen models named HiBob first on the direct prompt; one named ADP Workforce Now. HiBob was named by thirteen of the fourteen models and ADP Workforce Now by fourteen and HiBob carries 34 labels and ADP Workforce Now 42, so the shares are not directly comparable.
Named in twenty-four 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.
By framing
HiBobFirst choices, of fourteen modelsADP Workforce Now
Every model, every framing
| 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 | | | | | |
HiBob ADP Workforce Now first choice named as an alternative argued againstblank: not namedEach cell is one answer, HiBob on the left and ADP Workforce Now on the right.The direct prompt
HiBob first, ADP Workforce Now not the choice
3 of 14 modelsADP Workforce Now was named in the answer but not as the choice, or not at all.ADP Workforce Now first, HiBob an alternative
1 of 14 modelsHiBob was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
8 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
2 of 14 modelsThe answer made no first choice from these two in this category.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.
By buyer segment
HiBob0%#7 of 10ADP Workforce Now0%#9 of 10HiBob11%#3 of 13ADP Workforce Now7%#5 of 13What the models said about HiBob
No label in this category carried a quote.
What the models said about ADP Workforce Now
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“Poor customer support is the single most frequent complaint... pricing structure can be opaque with add-on fees” Claude Haiku 4.5 · negative prompt · hard negative
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.