Payroll software · September 2026 Edition
Patriot Payroll vs ADP Workforce Now
Zero of twelve models named Patriot Payroll first on the direct prompt; one named ADP Workforce Now. Patriot Payroll was named by twelve of the twelve models and ADP Workforce Now by ten and Patriot Payroll carries 21 labels and ADP Workforce Now 18, so the shares are not directly comparable.
Named in one category this edition.
Named in seventeen categories this edition.
First-choice share23%4%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate14%11%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#2#7A position in a field of 13; printed, not drawn.
Labels2118A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Patriot Payroll reading right to left. Rank and label count are printed, not drawn.Rippling was named alongside these two in eleven of the twelve direct answers. Rippling vs Patriot Payroll · Rippling vs ADP Workforce Now · Patriot Payroll vs Paylocity
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 payroll software page.
By framing
How many of the twelve models made each the first choice, per way of asking, and how many argued against it.
Patriot PayrollFirst choices, of twelve modelsADP Workforce Now
Direct011 against ADP Workforce Now
Paraphrase011 against ADP Workforce Now
Comparative001 against Patriot Payroll
Budget-constrained110
Scale-constrained00
Negative102 against Patriot Payroll
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.
Every model, every framing
The seventy-two answers behind the chart above, one cell each: where Patriot Payroll and ADP Workforce Now 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 | | |
Patriot Payroll ADP Workforce Now first choice named as an alternative argued againstblank: not namedEach cell is one answer, Patriot Payroll on the left and ADP Workforce Now on the right.The direct prompt
The plain question, one answer per model, grouped by where Patriot Payroll and ADP Workforce Now stood in it.
ADP Workforce Now first, Patriot Payroll not the choice
1 of 12 modelsPatriot Payroll was named in the answer but not as the choice, or not at all.MiniMax M2.5ADP Workforce Now, Paylocity alternatives: Rippling, UKG Pro
Neither was the first choice, one was named
6 of 12 modelsThe answer put something else first and named one of the two as an alternative.Gemini 3.5 FlashRippling alternatives: ADP Workforce Now, Deel, Paylocity
Perplexity SonarPaylocity, Rippling alternatives: ADP Workforce Now, Paycom
Grok 4.1 FastPaylocity, Rippling alternatives: ADP Workforce Now, Paycom
DeepSeek V4 FlashPaylocity alternatives: ADP Workforce Now, Paycom, Rippling, UKG Pro
Kimi K2Rippling alternatives: ADP Workforce Now, Gusto, Paycom
GLM 4.7 FlashXPaylocity, Rippling alternatives: ADP Workforce Now, Paycor, UKG Pro, Workday
Neither was named
5 of 12 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5Rippling alternatives: Paycor, Paylocity
GPT-5.4 miniRippling alternatives: ADP Global Payroll, ADP Workforce Now / ADP Full Service Payroll, Deel, Paycom
Mistral SmallPaycom alternatives: ADP, Gusto, Paylocity, Rippling
Llama 4 Maverickno first choice
Qwen 3.7 FlashADP, Rippling alternatives: BambooHR, Gusto, Zenefits
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
ADP Workforce Now is not named for this buyer.
Patriot Payroll29%#2 of 10ADP Workforce Now—not namedMid-marketThe figures above
Patriot Payroll leads by nineteen points.
Patriot Payroll23%#2 of 13ADP Workforce Now4%#7 of 13Enterprise
The order flips: ADP Workforce Now leads at enterprise.
ADP Workforce Now18%#2 of 13Patriot Payroll0%#– of 13What the models said about Patriot Payroll
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“reported issues with the platform's user interface causing confusion, including cases where duplicate payrolls were processed” Claude Haiku 4.5 · negative prompt · soft negative
“it does not support garnishments or child support deductions, which makes it a poor fit if you need those workflows” Perplexity Sonar · negative prompt · soft negative
“Lower-cost options that trade off some advanced HR/global features for affordability.” Perplexity Sonar · comparative prompt · soft negative
“The best payroll software for a company with a limited budget is Patriot Payroll, as it is considered one of the cheapest and most budget-friendly options available.” Llama 4 Maverick · budget prompt · first choice
“the best overall pick is usually Patriot Payroll because multiple review sources identify it as the most affordable serious full-service option” Perplexity Sonar · budget prompt · first choice
“For most small businesses with limited budgets, Patriot Payroll offers the best combination of low cost and essential features.” Kimi K2 · budget prompt · first choice
What the models said about ADP Workforce Now
No label in this category carried a quote.
Also compared
Rippling vs Patriot PayrollRippling vs ADP Workforce NowPatriot Payroll vs PaylocityPatriot Payroll vs ADPPatriot Payroll vs PaycomPatriot Payroll vs GustoPatriot Payroll vs PaycorPaylocity vs ADP Workforce NowADP vs ADP Workforce NowPaycom vs ADP Workforce NowGusto vs ADP Workforce NowADP Workforce Now vs PaycorAll 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.