Benefits administration · October 2026 Edition
Paylocity vs BambooHR
One of fourteen models named Paylocity first on the direct prompt; one named BambooHR. Paylocity was named by eleven of the fourteen models and BambooHR by eleven and Paylocity carries 19 labels and BambooHR 27, so the shares are not directly comparable.
Named in twenty categories this edition.
Named in twenty-eight categories this edition.
First-choice share2%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate5%19%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#7#8A position in a field of 13; printed, not drawn.
Labels1927A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Paylocity reading right to left. Rank and label count are printed, not drawn.ADP Workforce Now was named alongside these two in eleven of the fourteen direct answers. Gusto vs Paylocity · Gusto vs BambooHR · ADP Workforce Now vs Paylocity
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 benefits administration page.
By framing
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
PaylocityFirst choices, of fourteen modelsBambooHR
Direct11
Paraphrase00
Comparative001 against BambooHR
Budget-constrained001 against Paylocity · 2 against BambooHR
Scale-constrained00
Negative002 against BambooHR
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.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Paylocity and BambooHR stood in it.
| 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 | | | |
Paylocity BambooHR first choice named as an alternative argued againstblank: not namedEach cell is one answer, Paylocity on the left and BambooHR on the right.The direct prompt
The plain question, one answer per model, grouped by where Paylocity and BambooHR stood in it.
Paylocity first, BambooHR not the choice
1 of 14 modelsBambooHR was named in the answer but not as the choice, or not at all.Qwen 3.7 FlashPaylocity alternatives: ADP Workforce Now, Dayforce, Rippling
BambooHR first, Paylocity not the choice
1 of 14 modelsPaylocity was named in the answer but not as the choice, or not at all.MiniMax M2.5ADP Workforce Now, BambooHR alternatives: Businessolver
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.Gemini 3.5 FlashRippling alternatives: ADP Workforce Now, Employee Navigator, Paycor, Paylocity, PlanSource
Perplexity SonarADP Workforce Now alternatives: Forma, Paycor, Paylocity, Rippling
Grok 4.1 FastADP Workforce Now alternatives: Paycor, Paylocity, PlanSource
Kimi K2Rippling alternatives: ADP Workforce Now, BambooHR, Gusto
Muse Glimmer 30BPlanSource alternatives: ADP Workforce Now, BambooHR, Businessolver, Employee Navigator, Justworks, Namely, Paycor, Paylocity, Rippling
Neither was named
7 of 14 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5no first choice
GPT-5.4 miniEase, Employee Navigator alternatives: PlanSource, bswift
Mistral SmallADP Workforce Now, Paycor alternatives: Gusto
DeepSeek V4 FlashRippling alternatives: ADP Workforce Now, PlanSource
Llama 4 Maverickno first choice
GLM 4.7 FlashXPlanSource alternatives: ADP Workforce Now, Benefitfocus, Employee Navigator, Rippling
GPT-6 LunaEmployee Navigator, Rippling alternatives: ADP Workforce Now, PlanSource
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
The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Level: the same share of first choices.
Paylocity0%#10 of 14BambooHR0%#8 of 14Mid-marketThe figures above
Level: the same share of first choices.
Paylocity2%#7 of 13BambooHR2%#8 of 13Enterprise
Level: the same share of first choices.
Paylocity0%#– of 12BambooHR0%#11 of 12What the models said about Paylocity
No label in this category carried a quote.
What the models said about BambooHR
No label in this category carried a quote.
Also compared
Gusto vs PaylocityGusto vs BambooHRADP Workforce Now vs PaylocityADP Workforce Now vs BambooHREmployee Navigator vs PaylocityEmployee Navigator vs BambooHRRippling vs PaylocityRippling vs BambooHRPlanSource vs PaylocityPlanSource vs BambooHRNamely vs PaylocityNamely vs BambooHRAll twenty-eight head-to-head pages and the full benefits administration standing
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.