ADP · 17 categories · RankedADP Workforce Now
369Judge labels
49First choices
75Negative labels
12 of 12Models named it
17Categories
September 2026 Edition. Every number here is derived from the raw labels under vendor table vv2026-09.1, every buyer segment counted.
Best standing
20% in Benefits administration for enterprise buyers
Rank 1 of 95 in the mid-market standingaccepted challenger
6 of 12 models made it the first choice on the direct prompt; 10% of its 31 labels there were negative.
By buyer segmentStrongest at mid-market.
Small business62 of 70
0%5 labels
under the label threshold
Mid-market1 of 95
19%31 labels
accepted challenger
Enterprise17 of 82
0%16 labels
criticized challenger
In workforce management sui · each standing computed within its segment · bars are 0 to 100 · the accent bar is the product's own best reading
Standing by category
Every category where a model named ADP Workforce Now for a mid-market B2B company. Share is first choices across the direct, paraphrase, budget and scale prompts; rank is within every product named in that category.
| Category | Function | Share | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| Workforce management suites | Core HR and payroll | 19% | 1 of 95 | 10% | 31 | accepted challenger |
| HRIS and HCM platforms | Core HR and payroll | 15% | 4 of 46 | 12% | 34 | accepted challenger |
| Payroll software | Core HR and payroll | 4% | 7 of 43 | 11% | 18 | accepted challenger |
| Benefits administration | Core HR and payroll | 2% | 7 of 54 | 18% | 28 | accepted challenger |
| Workforce scheduling | Core HR and payroll | 2% | 12 of 94 | 0% | 3 | under 10 labels · led by Deputy at 26% |
| HR compliance and policy management | Core HR and payroll | 2% | 10 of 84 | 0% | 8 | under 10 labels · led by Rippling at 16% |
| Time and attendance | Core HR and payroll | 0% | 18 of 90 | 8% | 12 | accepted challenger |
| Workforce planning | Workforce planning and analytics | 0% | 28 of 89 | 30% | 10 | criticized challenger |
| HR help desk and case management | Onboarding and employee experience | 0% | 19 of 93 | 0% | 5 | under 10 labels · led by Zoho Desk at 26% |
| Leave and absence management | Core HR and payroll | 0% | 36 of 89 | 20% | 5 | under 10 labels · led by BambooHR at 28% |
| People analytics | Workforce planning and analytics | 0% | 26 of 99 | 0% | 5 | under 10 labels · led by HiBob at 15% |
| Flexible benefits and lifestyle spending accounts | Compensation and total rewards | 0% | 22 of 76 | 0% | 4 | under 10 labels · led by Compt at 30% |
| Compensation management | Compensation and total rewards | 0% | 64 of 189 | 0% | 2 | under 10 labels · led by Pave at 18% |
| Employee onboarding | Onboarding and employee experience | 0% | 32 of 104 | 0% | 2 | under 10 labels · led by BambooHR at 29% |
| Frontline employee apps | Onboarding and employee experience | 0% | 31 of 97 | 0% | 1 | under 10 labels · led by Connecteam at 56% |
| HR AI assistants | Onboarding and employee experience | 0% | 103 of 119 | 100% | 1 | under 10 labels · led by Workativ Assistant at 12% |
| Performance management | Performance and talent management | 0% | 51 of 60 | 100% | 1 | under 10 labels · led by Lattice at 41% |
Movement
This is the first edition on this tier, so no move can be computed for ADP Workforce Now yet. From the next edition this section shows, per buyer segment, whether its share moved by more than the measured noise floor.
By model
How each model treated ADP Workforce Now across every prompt where it was named for a mid-market B2B company. Twelve models, six prompts per category.
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 6 | 0 | 2 | 8 |
| GPT-5.4 mini | 1 | 4 | 3 | 0 | 8 |
| Gemini 3.5 Flash | 0 | 12 | 1 | 3 | 16 |
| Perplexity Sonar | 2 | 8 | 3 | 0 | 13 |
| Grok 4.1 Fast | 5 | 8 | 7 | 6 | 26 |
| Mistral Small | 3 | 8 | 3 | 0 | 14 |
| DeepSeek V4 Flash | 0 | 12 | 2 | 5 | 19 |
| Llama 4 Maverick | 2 | 2 | 2 | 0 | 6 |
| Qwen 3.7 Flash | 2 | 7 | 2 | 1 | 12 |
| Kimi K2 | 3 | 8 | 5 | 1 | 17 |
| GLM 4.7 FlashX | 1 | 10 | 5 | 3 | 19 |
| MiniMax M2.5 | 3 | 5 | 4 | 0 | 12 |
By framing
Which of the six questions produced the naming. By model says how often; this says asked what. The first-choice count on the right carries the marks of the models that produced it.
FramingLabels by classFirst choices
Direct98 labels26
Paraphrase65 labels11
Comparative81 labels5not counted in share
Budget-constrained29 labels7
Scale-constrained31 labels5
Negative65 labels2not counted in share
First choiceAlternativeMentionNegative369 labels in all, every segment counted; 49 of the 56 first choices count toward share, since the comparative and negative framings do not. The bar is one segment per label class, to scale within the framing.
What the models said for it
Verbatim evidence the judge attached to positive labels.
“For most mid-market B2B firms, ADP Workforce Now is often the safest choice because it minimizes risk through deep payroll integration.” Qwen 3.7 Flash · Workforce management sui · direct prompt · first choice
“Start with ADP Workforce Now if you want a reliable, payroll-integrated suite—it's the most frequently cited "go-to" for mid-market” Grok 4.1 Fast · Workforce management sui · direct prompt · first choice
“| ADP Workforce Now | ~$160/employee | Midsize + enterprise | Decades of payroll expertise, global compliance, AI-powered tools |” GLM 4.7 FlashX · HRIS and HCM platforms · direct prompt · first choice
“Start with ADP Workforce Now or Rippling if you want integrated HR/payroll (common for mid-market B2B scaling up).” Grok 4.1 Fast · Workforce scheduling · direct prompt · first choice
And against it
Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.
“Platforms to be cautious about include: ADP Workforce Now: Users frequently report that the system is clunky and not user-friendly... Why avoid them?” GLM 4.7 FlashX · HRIS and HCM platforms · negative prompt · hard negative
“Sentiment skews strongly negative at roughly 70 to 85 percent negative, with common themes including a clunky interface, difficult implementations” Claude Haiku 4.5 · HRIS and HCM platforms · negative prompt · hard negative
“Possibly the most widely criticized for user experience and support.” DeepSeek V4 Flash · HRIS and HCM platforms · negative prompt · hard negative
“Mid-market payroll and Human Capital Management (HCM) systems (such as ADP Workforce Now, Rippling, Gusto, or Paylocity) that sell benefits administration as an "add-on"” Gemini 3.5 Flash · Benefits administration · negative prompt · soft negative
Named alongside
The products named in the same answers as ADP Workforce Now, over the 369 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and ADP Workforce Now was named but was not.
ProductSame answerTook the first choice insteadHead to head
A head-to-head page exists where both products are in a category's top three. The other rows are the same fact without a page behind them, so they link to the product instead.
What carried it into the answer
The sites and pages cited by the answers that named ADP Workforce Now. A fact about retrieval, not a lever on the model.
Citations exist only for the models that return a source list, four of the twelve in this edition, so these counts come from 333 of the 369 answers that named ADP Workforce Now and are not a share of its labels.
Domains cited
peoplemanagingpeople.com137
guideflow.com136
learn.g2.com131
g2.com125
forbes.com108
gartner.com107
worldmetrics.org88
rippling.com77
hibob.com73
adp.comYour site61
982 of the 1,043 domain citations in answers naming ADP Workforce Now came from somebody else's page.
Pages cited
Pages are listed as the models cited them.
Names read as ADP Workforce Now
What the judge wrote, as written, with how often. The vendor table decides that these count as ADP Workforce Now; a claim can dispute any of them.
ADP Workforce Now Benefits 2ADP 1ADP Benefits Administration / Workforce Now 1ADP Workforce Now / Paychex 1ADP Workforce Now Time & Labor 1
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