Benefits administration · September 2026 Edition
Paycor vs Benefitfocus
Zero of twelve models named Paycor first on the direct prompt; zero named Benefitfocus. Paycor was named by twelve of the twelve models and Benefitfocus by ten and Paycor carries 28 labels and Benefitfocus 23, so the shares are not directly comparable.
Named in sixteen categories this edition.
Named in two categories this edition.
First-choice share2%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate11%13%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#6#8A position in a field of 14; printed, not drawn.
Labels2823A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Paycor reading right to left. Rank and label count are printed, not drawn.Rippling was named alongside these two in ten of the twelve direct answers. PlanSource vs Paycor · PlanSource vs Benefitfocus · Employee Navigator vs Paycor
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 benefits administration page.
By framing
How many of the twelve models made each the first choice, per way of asking, and how many argued against it.
PaycorFirst choices, of twelve modelsBenefitfocus
Direct00
Paraphrase11
Comparative001 against Paycor
Budget-constrained00
Scale-constrained00
Negative002 against Paycor · 3 against Benefitfocus
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 Paycor and Benefitfocus 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 | |
Paycor Benefitfocus first choice named as an alternative argued againstblank: not namedEach cell is one answer, Paycor on the left and Benefitfocus on the right.The direct prompt
The plain question, one answer per model, grouped by where Paycor and Benefitfocus stood in it.
Neither was the first choice, one was named
8 of 12 modelsThe answer put something else first and named one of the two as an alternative.Claude Haiku 4.5no first choice alternatives: ADP Workforce Now, Namely, Paycor, Paylocity, PlanSource
Perplexity SonarPlanSource, Rippling alternatives: ADP Workforce Now, Employee Navigator, Paycor, Paylocity
Grok 4.1 FastADP Workforce Now alternatives: Paycor, Rippling
Mistral SmallRippling alternatives: ADP Workforce Now, Employee Navigator, Paycor, PlanSource
DeepSeek V4 FlashPlanSource alternatives: ADP Workforce Now, Employee Navigator, Paycor, Rippling
Llama 4 MaverickPlanSource alternatives: Employee Navigator, Paycor, Rippling
Qwen 3.7 FlashPlanSource alternatives: Employee Navigator, Namely, Paycor, Paylocity, UKG Pro
GLM 4.7 FlashXPlanSource alternatives: ADP Workforce Now, Benefitfocus, Businessolver, Ease, Employee Navigator, Paycor, Paylocity, Rippling, bswift
Neither was named
4 of 12 modelsThe answer made no first choice from these two in this category.GPT-5.4 miniRippling alternatives: ADP Workforce Now, Justworks, Paylocity
Gemini 3.5 FlashRippling alternatives: ADP Workforce Now, Employee Navigator, PlanSource
Kimi K2PlanSource alternatives: Employee Navigator, Rippling
MiniMax M2.5Namely alternatives: ADP, Gusto, Justworks, Rippling, Workday HCM
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
Level: the same share of first choices.
Paycor0%#10 of 13Benefitfocus0%#– of 13Mid-marketThe figures above
Level: the same share of first choices.
Paycor2%#6 of 14Benefitfocus2%#8 of 14Enterprise
Benefitfocus leads by nine points.
Benefitfocus9%#5 of 15Paycor0%#– of 15What the models said about Paycor
No label in this category carried a quote.
What the models said about Benefitfocus
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of five in this category shown.
“"Worst support EVER" – very poor responsiveness after open enrollment” GLM 4.7 FlashX · negative prompt · hard negative
“Avoid for Support-Reliant Organizations” DeepSeek V4 Flash · negative prompt · hard negative
“## Top Recommendation: Benefitfocus” GLM 4.7 FlashX · paraphrase prompt · first choice
“You want a carrier‑grade, self‑service portal for employees | Benefitfocus” GLM 4.7 FlashX · direct prompt · alternative
“Excels in employee experience and engagement, with strong plan navigation tools.” MiniMax M2.5 · comparative prompt · alternative
Also compared
PlanSource vs PaycorPlanSource vs BenefitfocusEmployee Navigator vs PaycorEmployee Navigator vs BenefitfocusRippling vs PaycorRippling vs BenefitfocusGusto vs PaycorGusto vs BenefitfocusEase vs PaycorEase vs BenefitfocusPaycor vs ADP Workforce NowADP Workforce Now vs BenefitfocusAll twenty-eight head-to-head pages and the full benefits administration 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.