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Benefits administration · September 2026 Edition

PlanSource vs Benefitfocus

Six of twelve models named PlanSource first on the direct prompt; zero named Benefitfocus. PlanSource was named by eleven of the twelve models and Benefitfocus by ten and PlanSource carries 32 labels and Benefitfocus 23, so the shares are not directly comparable.

PlanSource

accepted challenger

Named in two categories this edition.

Benefitfocus

accepted challenger

Named in two categories this edition.

First-choice share23%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.

Negative rate6%13%Negative labels as a share of the product's labels, 0 to 100.

Rank in category#1#8A position in a field of 14; printed, not drawn.

Labels3223A count; the two differ.

The two percentage rows are drawn on one 0 to 100 track, PlanSource 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 Employee Navigator · PlanSource vs Rippling · PlanSource vs Gusto

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.

PlanSourceFirst choices, of twelve modelsBenefitfocus

Direct60

Paraphrase41

Comparative10

Budget-constrained00

Scale-constrained00

Negative002 against PlanSource · 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.

Across every category in the September 2026 Edition, PlanSource and Benefitfocus were named in the same answer forty-seven times, of the 80 answers naming PlanSource and the 94 naming Benefitfocus. In those answers Benefitfocus took the first choice three times and PlanSource four.

Every model, every framing

The seventy-two answers behind the chart above, one cell each: where PlanSource 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

PlanSource

Benefitfocus

first choice

named as an alternative

argued againstblank: not namedEach cell is one answer, PlanSource on the left and Benefitfocus on the right.

The direct prompt

The plain question, one answer per model, grouped by where PlanSource and Benefitfocus stood in it.

PlanSource first, Benefitfocus an alternative

6 of 12 modelsBenefitfocus was named in the answer but not as the choice, or not at all.

Perplexity SonarPlanSource, Rippling alternatives: ADP Workforce Now, Employee Navigator, Paycor, Paylocity

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

Kimi K2PlanSource alternatives: Employee Navigator, Rippling

GLM 4.7 FlashXPlanSource alternatives: ADP Workforce Now, Benefitfocus, Businessolver, Ease, Employee Navigator, Paycor, Paylocity, Rippling, bswift

Neither was the first choice, one was named

3 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

Gemini 3.5 FlashRippling alternatives: ADP Workforce Now, Employee Navigator, PlanSource

Mistral SmallRippling alternatives: ADP Workforce Now, Employee Navigator, Paycor, PlanSource

Neither was named

3 of 12 modelsThe answer made no first choice from these two in this category.

GPT-5.4 miniRippling alternatives: ADP Workforce Now, Justworks, Paylocity

Grok 4.1 FastADP Workforce Now alternatives: Paycor, 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.

PlanSource#11 of 13

Benefitfocus#– of 13

The full small business standing →

Mid-marketThe figures above

PlanSource leads by twenty points.

PlanSource#1 of 14

Benefitfocus#8 of 14

The full mid-market standing →

Enterprise

The order flips: Benefitfocus leads at enterprise.

Benefitfocus#5 of 15

PlanSource#8 of 15

The full enterprise standing →

What the models said about PlanSource

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.

“PlanSource: Users have noted complaints about work status event complexity, document library organization, and some delays in carrier file setup.” MiniMax M2.5 · negative prompt · soft negative

“Be cautious if you have under 250 employees, need benefits bundled with payroll” Perplexity Sonar · negative prompt · soft negative

“PlanSource - a dedicated benefit enrollment system for the 100–1,000 employee range with decision-support tooling, billing reconciliation, and a large carrier-feed library.” Llama 4 Maverick · paraphrase prompt · first choice

“I'd suggest starting with PlanSource if you want a dedicated benefits platform, or Rippling if you prefer an all-in-one HRIS solution” MiniMax M2.5 · paraphrase prompt · first choice

“Choose PlanSource if you want a powerful, dedicated benefits tool that sits well alongside your existing HR stack.” Qwen 3.7 Flash · direct prompt · first choice

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 Employee Navigator PlanSource vs Rippling PlanSource vs Gusto PlanSource vs Ease PlanSource vs Paycor PlanSource vs ADP Workforce Now Employee Navigator vs Benefitfocus Rippling vs Benefitfocus Gusto vs Benefitfocus Ease vs Benefitfocus Paycor vs Benefitfocus ADP Workforce Now vs Benefitfocus All 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.