Every category where a model named Benefitfocus 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
Benefits administration	Core HR and payroll	2%	8 of 54	13%	23	accepted challenger
Flexible benefits and lifestyle spending accounts	Compensation and total rewards	0%	76 of 76	50%	8	under 10 labels · led by Compt at 30%

Movement

This is the first edition on this tier, so no move can be computed for Benefitfocus 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 Benefitfocus 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	1	0	0	1
GPT-5.4 mini	0	1	0	0	1
Gemini 3.5 Flash	0	0	0	0	0
Perplexity Sonar	0	0	2	2	4
Grok 4.1 Fast	0	0	3	0	3
Mistral Small	0	0	2	0	2
DeepSeek V4 Flash	0	2	1	2	5
Llama 4 Maverick	0	2	1	0	3
Qwen 3.7 Flash	0	0	2	0	2
Kimi K2	0	1	0	1	2
GLM 4.7 FlashX	1	2	1	2	6
MiniMax M2.5	0	1	1	0	2

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

Direct6 labels1

Paraphrase20 labels7

Comparative32 labels1not counted in share

Budget-constrained2 labelsNone

Scale-constrained8 labelsNone

Negative26 labelsNone

First choiceAlternativeMentionNegative94 labels in all, every segment counted; 8 of the 9 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.

“## Top Recommendation: Benefitfocus” GLM 4.7 FlashX · Benefits administration · paraphrase prompt · first choice

“Benify and Benefitfocus are ideal for global enterprises requiring broad customization and compliance.” Claude Haiku 4.5 · Flexible benefits · comparative prompt · alternative

“You want a carrier‑grade, self‑service portal for employees | Benefitfocus” GLM 4.7 FlashX · Benefits administration · direct prompt · alternative

“Excels in employee experience and engagement, with strong plan navigation tools.” MiniMax M2.5 · Benefits administration · comparative prompt · alternative

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.

“reviews frequently describe "worst support ever," constantly rotating account managers, glitches... Multiple reviewers literally say "stay away."−” DeepSeek V4 Flash · Flexible benefits · negative prompt · hard negative

“consistently poor support ratings (Benefitfocus)... "Stay away if you want help after you sign up."” GLM 4.7 FlashX · Flexible benefits · negative prompt · hard negative

“"Worst support EVER" – very poor responsiveness after open enrollment” GLM 4.7 FlashX · Benefits administration · negative prompt · hard negative

“Avoid for Support-Reliant Organizations” DeepSeek V4 Flash · Benefits administration · negative prompt · hard negative

Named alongside

The products named in the same answers as Benefitfocus, over the 94 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Benefitfocus was named but was not.

ProductSame answerTook the first choice insteadHead to head

bswift57 of 945Not in the top three

Rippling54 of 949Not in the top three

PlanSource47 of 944Not in the top three

Workday HCM38 of 9410Not in the top three

ADP Workforce Now38 of 945Not in the top three

Gusto32 of 943Not in the top three

Employee Navigator31 of 944Not in the top three

Forma24 of 9411Not in the top three

UKG Pro24 of 942Not in the top three

Alight Solutions22 of 941Not in the top three

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 Benefitfocus. 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 82 of the 94 answers that named Benefitfocus and are not a share of its labels.

Domains cited

guideflow.com48

g2.com40

gartner.com35

learn.g2.com35

worldmetrics.org34

mybentek.com29

aibusinessgeek.com28

rippling.com26

getbenepass.com25

joinforma.com22

322 of the 322 domain citations in answers naming Benefitfocus came from somebody else's page.

Pages cited

guideflow.com/blog/benefits-administration-software36

gartner.com/reviews/market/benefits-management35

learn.g2.com/best-benefits-administration-software-for-enterprises33

aibusinessgeek.com/articles/ai-benefits-administration-software-202628

mybentek.com/industry-news/top-benefits-administration-platforms-for-complex-organizations24

testlify.com/top-benefits-administration-tools21

adp.com/resources/articles-and-insights/articles/b/best-employee-benefits-administration-s20

kota.io/blog/7-best-employee-benefits-platforms-in-202619

Pages are listed as the models cited them.

Names read as Benefitfocus

What the judge wrote, as written, with how often. The vendor table decides that these count as Benefitfocus; a claim can dispute any of them.

BenefitFocus 1

Is this your product?

Claim this page

Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when Benefitfocus's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as Benefitfocus, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.

It does not get any change to labels, shares or verdicts, any preview, or any say over which quotes appear. A verification link goes to your work email; an address at benefitfocus.com is approved on the spot, any other address is reviewed by hand.

Your name and company appear on the claimed page, or the company alone if you ask below. A title and a LinkedIn address appear there too if you give them, and are left off if you do not. Your email address is never published.