Index › Products › Ben · September 2026 Edition

1 category · Named, not ranked

Ben

22Judge labels

0First choices

11Negative labels

9 of 12Models named it

1Category

September 2026 Edition. Every number here is derived from the raw labels under vendor table vv2026-09.3, every buyer segment counted.

Standing

6 labels, too few to rank

A product needs 10 labels in a category before a share or quadrant is stated. Ben was named 6 times in Flexible benefits, where Compt led with 30%. The labels and the evidence are below, counted exactly.

By buyer segmentRead the same way at every buyer size.

Small business66 of 71

under the label threshold

Mid-market29 of 76

under the label threshold

Enterprise66 of 69

under the label threshold

In flexible benefits · 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 Ben 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
Flexible benefits and lifestyle spending accounts	Compensation and total rewards	0%	29 of 76	33%	6	under 10 labels · led by Compt at 30%

Movement

This is the first edition on this tier, so no move can be computed for Ben yet. From the next edition this section shows, per buyer segment and per category, whether its share moved by more than the measured noise floor.

By model

How each model treated Ben across every prompt where it was named for a mid-market B2B company. Twelve models, six prompts per category.

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Model	Alternative	Mention	Negative	Labels
Claude Haiku 4.5	1	0	0	1
GPT-5.4 mini	0	0	0	0
Gemini 3.5 Flash	1	0	1	2
Perplexity Sonar	0	0	0	0
Grok 4.1 Fast	0	0	0	0
Mistral Small	0	0	0	0
DeepSeek V4 Flash	0	1	0	1
Llama 4 Maverick	0	0	0	0
Qwen 3.7 Flash	0	0	1	1
Kimi K2	1	0	0	1
GLM 4.7 FlashX	0	0	0	0
MiniMax M2.5	0	0	0	0

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

Direct0 labelsNone

Paraphrase1 labelNone

Comparative9 labelsNone

Budget-constrained0 labelsNone

Scale-constrained0 labelsNone

Negative12 labelsNone

First choiceAlternativeMentionNegative22 labels in all, every segment counted; 0 of the 0 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.

“blends automation with deep expertise across 140+ countries and centralises provider catalogues, allowances, enrolment workflows” Claude Haiku 4.5 · Flexible benefits · comparative prompt · alternative

“Choose Ben (*Thanks Ben*) or Benifex if you want a unified global system” Gemini 3.5 Flash · Flexible benefits · comparative prompt · alternative

“Zest / Happl / Ben — UK Flexible Benefits Specialists” Kimi K2 · Flexible benefits · 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.

“both Thanks Ben (Ben) and Benefex have faced heavy criticism from HR admins for "horrific" or "traumatizing" reporting capabilities” Gemini 3.5 Flash · Flexible benefits · negative prompt · soft negative

“this platform has been noted for its weak reporting capabilities” Qwen 3.7 Flash · Flexible benefits · negative prompt · soft negative

Named alongside

The products named in the same answers as Ben, over the 21 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Ben was named but was not.

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ProductSame answerTook the first choice insteadHead to head

Forma14 of 216Not among the top eight

Gusto9 of 215Not among the top eight

Zest9 of 210Not among the top eight

Benepass8 of 212Not among the top eight

Rippling7 of 211Not among the top eight

Benefitfocus7 of 210Not among the top eight

Workday5 of 212Not among the top eight

Compt5 of 211Not among the top eight

Benefex5 of 210Not among the top eight

Happl5 of 210Not among the top eight

A head-to-head page exists where both products are among a category's top eight. 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 Ben. 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 18 of the 21 answers that named Ben and are not a share of its labels.

Domains cited

kota.io17

joinforma.com13

g2.com8

getbenepass.comYour site7

hr.university7

hrzone.com7

rippling.com7

goingprivateuk.co.uk5

goklaim.com5

reddit.com5

Seventy-four of the eighty-one domain citations in answers naming Ben came from somebody else's page.

Pages cited

kota.io/blog/7-best-employee-benefits-platforms-in-202616

joinforma.com/resources/best-personalized-benefits-platforms12

hr.university/benefits/disadvantages-of-flexible-benefits7

hrzone.com/blog/the-seven-deadly-sins-of-choosing-a-flexible-benefits-platform7

joinforma.com/resources/employee-benefits-platform-providers6

goingprivateuk.co.uk/employee-benefits-platform-uk5

gartner.com/reviews/market/benefits-management4

getbenepass.com/blog/employee-benefits-platform4

Pages are listed as the models cited them.

Names read as Ben

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

Ben (*Thanks Ben*) 1Ben (formerly Thanks Ben) 1Thanks Ben 1Thanks Ben (Ben) 1

Follow Ben

An email the morning each edition publishes: where this product moved, where it held, and by how much against the noise floor. One address, confirmed by a click; a stop link in every email.

Already following? Everything you follow, with a stop for each.

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 Ben'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 Ben, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.

With a new claim: the vendor brief

A new claim receives the current edition's vendor brief for Ben by email, built from the raw record of the edition. It shows:

where Ben is named, by buyer and by framing, and which cells hold its first choices;
the claims the models make when they name it, ranked, with the strongest and the weakest quoted;
its vocabulary against the segment leader's, and the pages the models cited;
who was chosen in the answers that did not name Ben, and every reason the record gives;
a battlecard for each top rival: the head-to-head split, why they win, and the reservation quoted against them;
one page of published figures cleared to show a buyer.

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 getbenepass.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.