PEO providers · October 2026 Edition
Paychex PEO vs Paychex
Three of fourteen models named Paychex PEO first on the direct prompt; one named Paychex. Paychex PEO was named by thirteen of the fourteen models and Paychex by seven and Paychex PEO carries 26 labels and Paychex 11, so the shares are not directly comparable.
Named in one category this edition.
Named in six categories this edition.
First-choice share12%4%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate8%18%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#4#7A position in a field of 9; printed, not drawn.
Labels2611A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Paychex PEO reading right to left. Rank and label count are printed, not drawn.ADP TotalSource was named alongside these two in ten of the fourteen direct answers. Justworks vs Paychex PEO · Justworks vs Paychex · ADP TotalSource vs Paychex PEO
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 PEO providers page.
By framing
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
Paychex PEOFirst choices, of fourteen modelsPaychex
Direct31
Paraphrase30
Comparative00
Budget-constrained011 against Paychex PEO
Scale-constrained00
Negative011 against Paychex PEO · 2 against Paychex
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 Paychex PEO and Paychex 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 | | | | |
Paychex PEO Paychex first choice named as an alternative argued againstblank: not namedEach cell is one answer, Paychex PEO on the left and Paychex on the right.The direct prompt
The plain question, one answer per model, grouped by where Paychex PEO and Paychex stood in it.
Paychex PEO first, Paychex not the choice
3 of 14 modelsPaychex was named in the answer but not as the choice, or not at all.Mistral SmallADP TotalSource, Paychex PEO alternatives: Deel Hire
Llama 4 MaverickPaychex PEO alternatives: Deel, Guideflow
MiniMax M2.5Paychex PEO alternatives: CoAdvantage, Deel Hire
Paychex first, Paychex PEO not the choice
1 of 14 modelsPaychex PEO was named in the answer but not as the choice, or not at all.Perplexity SonarInsperity, Paychex alternatives: ADP TotalSource, Deel, Rippling
Neither was the first choice, one was named
4 of 14 modelsThe answer put something else first and named one of the two as an alternative.Grok 4.1 FastInsperity alternatives: ADP TotalSource, Justworks, Paychex PEO, TriNet
Qwen 3.7 FlashCoAdvantage alternatives: Deel, Paychex PEO, TriNet
GLM 4.7 FlashXADP TotalSource alternatives: G&A Partners, Justworks, Paychex PEO, Rippling, TriNet
Muse Glimmer 30BADP TotalSource alternatives: Engage PEO, Insperity, Paychex PEO, TriNet
Neither was named
6 of 14 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5no first choice
GPT-5.4 miniADP TotalSource alternatives: Insperity, TriNet
Gemini 3.5 FlashRippling alternatives: ADP TotalSource, Insperity, TriNet
DeepSeek V4 FlashADP TotalSource, Rippling alternatives: Insperity, Justworks, TriNet
Kimi K2ADP TotalSource, TriNet alternatives: Insperity, Justworks, Paychex PEO/Oasis
GPT-6 LunaADP TotalSource alternatives: Insperity, TriNet
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
Paychex PEO leads by two points.
Paychex PEO4%#4 of 8Paychex2%#7 of 8Mid-marketThe figures above
Paychex PEO leads by eight points.
Paychex PEO12%#4 of 9Paychex4%#7 of 9Enterprise
The order flips: Paychex leads at enterprise.
Paychex2%#5 of 8Paychex PEO0%#8 of 8What the models said about Paychex PEO
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“Paychex is more prone to a-la-carte "nickel-and-diming" ... make sure the quote is all-inclusive.” Gemini 3.5 Flash · budget prompt · soft negative
“Lower ratings (3.69 and 3.80 respectively), described as lacking "PEO-specialist depth"” Kimi K2 · negative prompt · soft negative
“Paychex PEO – Highly rated for midsize businesses, offering payroll, benefits, compliance, workers’ comp, and HR guidance in a single, well-supported setup.” Mistral Small · paraphrase prompt · first choice
“Paychex PEO - a solid PEO solution that helps companies of any size, from small businesses to midsized or enterprise level.” Llama 4 Maverick · direct prompt · first choice
“Best for: Midsize businesses ... Offers comprehensive PEO solutions suitable for companies of various sizes” MiniMax M2.5 · direct prompt · first choice
What the models said about Paychex
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“A major drawback users mention with Paychex is issues with accurate time-tracking and payroll processing” Claude Haiku 4.5 · negative prompt · soft negative
“Best overall for midsize businesses: Paychex — multiple guides explicitly position it as a strong fit for midsize companies.” Perplexity Sonar · direct prompt · first choice
“SAFE BET: Stick to large, publicly traded PEOs (like Paychex, ADP TotalSource, Rippling)” Qwen 3.7 Flash · negative prompt · first choice
“Paychex appears to be one of the more budget-friendly options for very small teams” Perplexity Sonar · budget prompt · first choice
Also compared
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.