Every category where a model named JOON 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	11%	4 of 76	0%	10	accepted challenger

Movement

This is the first edition on this tier, so no move can be computed for JOON 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 JOON across every prompt where it was named for a mid-market B2B company. Twelve models, six prompts per category.

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

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

Direct8 labels2

Paraphrase0 labelsNone

Comparative2 labels1not counted in share

Budget-constrained18 labels11

Scale-constrained3 labels1

Negative1 label1not counted in share

First choiceAlternativeMentionNegative32 labels in all, every segment counted; 14 of the 16 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.

“For a small team on a strict budget: JOON ($250/month flat) is the most straightforward and predictable option.” GLM 4.7 FlashX · Flexible benefits · budget prompt · first choice

“Joon and Compt are top choices, with Joon being the most affordable starting at $250/month” Mistral Small · Flexible benefits · budget prompt · first choice

“I'd suggest starting with Joon (simplest, lowest entry cost) or Compt” Kimi K2 · Flexible benefits · budget prompt · first choice

“Top Pick: JOON ... JOON is the standout choice” DeepSeek V4 Flash · Flexible benefits · budget prompt · first choice

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.

No model argued against it.

Named alongside

The products named in the same answers as JOON, over the 32 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and JOON was named but was not.

ProductSame answerTook the first choice insteadHead to head

Compt30 of 3211Not in the top three

Forma22 of 321Not in the top three

Benepass21 of 320Not in the top three

Fringe12 of 320Not in the top three

Espresa7 of 320Not in the top three

ThrivePass5 of 320Not in the top three

Holisticly2 of 321Not in the top three

Motivosity2 of 320Not in the top three

PeopleKeep2 of 320Not in the top three

Benafica1 of 321Not 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 JOON. 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 24 of the 32 answers that named JOON and are not a share of its labels.

Domains cited

compt.io23

guideflow.com23

getbenepass.com21

g2.com20

joinforma.com16

medium.com16

f6s.com13

myshortlister.com12

us.fitgap.com12

espresa.com8

164 of the 164 domain citations in answers naming JOON came from somebody else's page.

Pages cited

compt.io/blog/15-best-lifestyle-spending-account-providers23

guideflow.com/blog/lifestyle-spending-account-software22

compt.io/blog/benepass-alternatives-for-lifestyle-spending-accounts-lsas19

getbenepass.com/blog/lifestyle-spending-account-vendors17

medium.com/coderbyte/the-8-best-lifestyle-spending-accounts-lsa-in-2023-4d8ce4f99aaf16

joinforma.com/resources/lifestyle-spending-account-providers15

compt.io/13

myshortlister.com/lifestyle-spending-account/vendor-list12

Pages are listed as the models cited them.

Names read as JOON

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

Joon 4JOON (or Joon) 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 JOON'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 JOON, 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 joon.io 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.