Payroll software · October 2026 Edition
ADP Workforce Now vs ADP
Three of fourteen models named ADP Workforce Now first on the direct prompt; two named ADP. ADP Workforce Now was named by eleven of the fourteen models and ADP by thirteen and ADP Workforce Now carries 26 labels and ADP 30, so the shares are not directly comparable.
Named in nineteen categories this edition.
Named in fourteen categories this edition.
First-choice share19%9%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate4%33%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#2#4A position in a field of 14; printed, not drawn.
Labels2630A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, ADP Workforce Now reading right to left. Rank and label count are printed, not drawn.Paylocity was named alongside these two in eleven of the fourteen direct answers. Rippling vs ADP Workforce Now · Rippling vs ADP · ADP Workforce Now vs Patriot Payroll
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
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
ADP Workforce NowFirst choices, of fourteen modelsADP
Direct32
Paraphrase63
Comparative00
Budget-constrained001 against ADP
Scale-constrained10
Negative001 against ADP Workforce Now · 9 against ADP
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 ADP Workforce Now and ADP 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 | | | | |
ADP Workforce Now ADP first choice named as an alternative argued againstblank: not namedEach cell is one answer, ADP Workforce Now on the left and ADP on the right.The direct prompt
The plain question, one answer per model, grouped by where ADP Workforce Now and ADP stood in it.
ADP Workforce Now first, ADP not the choice
3 of 14 modelsADP was named in the answer but not as the choice, or not at all.DeepSeek V4 FlashADP Workforce Now, Rippling alternatives: Dayforce, Paycom, Paylocity
Qwen 3.7 FlashADP Workforce Now alternatives: Dayforce, Gusto, Paycom
MiniMax M2.5ADP Workforce Now, Paycom, Paycor alternatives: QuickBooks Payroll
ADP first, ADP Workforce Now not the choice
2 of 14 modelsADP Workforce Now was named in the answer but not as the choice, or not at all.Mistral SmallADP, Rippling alternatives: Keka, Paylocity
GLM 4.7 FlashXADP alternatives: Dayforce, Gusto, Paycom, Paycor, Paylocity, Rippling
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.Claude Haiku 4.5Paycom alternatives: ADP, Deel, G-P, Namely, Paylocity, Rippling
GPT-5.4 miniRippling alternatives: ADP Workforce Now, Deel, Paylocity
Gemini 3.5 FlashRippling alternatives: ADP Workforce Now, Paycom, Paylocity
Perplexity SonarRippling alternatives: ADP Workforce Now, Paycom, Paylocity
Grok 4.1 FastRippling alternatives: ADP Workforce Now, Deel, Gusto, Paychex Flex, Paycom, Paycor, Paylocity
Kimi K2Rippling alternatives: ADP Workforce Now, Paycom, Paylocity
GPT-6 LunaPaylocity alternatives: ADP Workforce Now, Rippling, UKG Ready
Muse Glimmer 30Bno first choice alternatives: ADP Workforce Now, Namely, Paychex Flex, Paycor, Paylocity
Neither was named
1 of 14 modelsThe answer made no first choice from these two in this category.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.
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
Mid-marketThe figures above
The order flips: ADP Workforce Now leads at mid-market.
ADP Workforce Now19%#2 of 14ADP9%#4 of 14Enterprise
The order flips: ADP leads at enterprise.
ADP31%#1 of 14ADP Workforce Now13%#3 of 14What 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, Paycom, and Paycor are often top recommendations due to their scalability, comprehensive features, and strong support.” MiniMax M2.5 · direct prompt · first choice
What the models said about ADP
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“Severe customer support issues ... Payroll processing failures — missed payrolls, tax filings not submitted” DeepSeek V4 Flash · negative prompt · hard negative
“If your B2B business is mature, growing rapidly, or faces strict regulatory environments, ADP Workforce Now is the safer long-term investment.” Qwen 3.7 Flash · paraphrase prompt · first choice
“ADP is especially noted for being a tried and tested system for mid-sized companies operating across multiple states” Mistral Small · paraphrase prompt · first choice
“I'd most often recommend ADP if your priorities are multi-state payroll, scalability, and a proven system.” Perplexity Sonar · paraphrase prompt · first choice
Also compared
Rippling vs ADP Workforce NowRippling vs ADPADP Workforce Now vs Patriot PayrollADP Workforce Now vs PaycomADP Workforce Now vs GustoADP Workforce Now vs PaylocityADP Workforce Now vs Paychex FlexPatriot Payroll vs ADPADP vs PaycomADP vs GustoADP vs PaylocityADP vs Paychex FlexAll twenty-eight head-to-head pages and the full payroll software 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.