HR AI Index
Index Vendors › 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 vv2026-09.1, 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.
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.
CategoryFunctionShareRankNegative rateLabelsQuadrant
Flexible benefits and lifestyle spending accountsCompensation and total rewards0%29 of 7633%6under 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, 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.
ModelFirst choiceAlternativeMentionNegativeLabels
Claude Haiku 4.501001
GPT-5.4 mini00000
Gemini 3.5 Flash01012
Perplexity Sonar00000
Grok 4.1 Fast00000
Mistral Small00000
DeepSeek V4 Flash00101
Llama 4 Maverick00000
Qwen 3.7 Flash00011
Kimi K201001
GLM 4.7 FlashX00000
MiniMax M2.500000

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.
ProductSame answerTook the first choice insteadHead to head
Forma14 of 216Not in the top three
Gusto9 of 215Not in the top three
Zest9 of 210Not in the top three
Benepass8 of 212Not in the top three
Rippling7 of 211Not in the top three
Benefitfocus7 of 210Not in the top three
Workday5 of 212Not in the top three
Compt5 of 211Not in the top three
Benefex5 of 210Not in the top three
Happl5 of 210Not 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 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.

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
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.

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 the vendor's own domain 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.