ADP Workforce Now vs Paylocity
Three of fourteen models named ADP Workforce Now first on the direct prompt; one named Paylocity. ADP Workforce Now was named by twelve of the fourteen models and Paylocity by thirteen and ADP Workforce Now carries 23 labels and Paylocity 32, so the shares are not directly comparable.
Named in nineteen 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 payroll software page.
By framing
ADP Workforce NowFirst choices, of fourteen modelsPaylocity
Across every category in the November 2026 Edition, ADP Workforce Now and Paylocity were named in the same answer 130 times, of the 559 answers naming ADP Workforce Now and the 279 naming Paylocity. In those answers Paylocity took the first choice four times and ADP Workforce Now nineteen.
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 4.20 | | |||||
| 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 | | | | |
ADP Workforce Now Paylocity first choice named as an alternative argued againstblank: not namedEach cell is one answer, ADP Workforce Now on the left and Paylocity on the right.The direct prompt
ADP Workforce Now first, Paylocity an alternative
3 of 14 modelsPaylocity was named in the answer but not as the choice, or not at all.Paylocity first, ADP Workforce Now not the choice
1 of 14 modelsADP Workforce Now 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
Paylocity2%#– of 13ADP Workforce Now0%#– of 13ADP Workforce Now10%#3 of 18Paylocity8%#4 of 18ADP Workforce Now26%#2 of 15Paylocity0%#12 of 15What 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.
“ADP Workforce Now is the default choice for mid-market payroll because it is the safest choice” Claude Haiku 4.5 · direct prompt · first choice
What the models said about Paylocity
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“AVOID Paylocity at all costs" describes a mid-sized company transition ... "nothing short of disastrous.” Muse Glimmer 30B · 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.