Every category where a model named Mention Me 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
Loyalty, advocacy and referrals	Marketing	0%	30 of 124	0%	7	under 10 labels · led by Smile.io at 24%
Referral and partner programs	Partner and channel	0%	34 of 107	0%	4	under 10 labels · led by PartnerStack at 19%

Movement

This is the first edition on this tier, so no move can be computed for Mention Me yet. The next is due October 1, 2026. 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 Mention Me across every prompt where it was named for a mid-market B2B company. Twelve models, six prompts per category.

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

Direct2 labelsNone

Paraphrase0 labelsNone

Comparative25 labelsNone

Budget-constrained3 labelsNone

Scale-constrained0 labelsNone

Negative11 labels1not counted in share

First choiceAlternativeMentionNegative41 labels in all, every segment counted; 0 of the 1 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.

“Strong for mid-market and enterprise brands with data-driven CAC insights” MiniMax M2.5 · Referrals · direct prompt · alternative

“Pick Mention Me if referrals are the main growth lever.” Perplexity Sonar · Loyalty · 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.

No model argued against it.

Named alongside

The products named in the same answers as Mention Me, over the 41 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Mention Me was named but was not.

ProductSame answerTook the first choice insteadHead to head

Extole35 of 419Not in the top three

Friendbuy32 of 410Not in the top three

Ambassador28 of 411Not in the top three

Talkable26 of 412Not in the top three

ReferralCandy24 of 413Not in the top three

Open Loyalty21 of 411Not in the top three

Yotpo19 of 411Not in the top three

Referral Rock16 of 412Not in the top three

Referral Factory15 of 412Not in the top three

LoyaltyLion15 of 411Not 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 Mention Me. 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 5 of the 41 answers that named Mention Me and are not a share of its labels.

Domains cited

extole.com3

mention-me.comYour site3

openloyalty.io2

aboutmartech.com1

affise.com1

ambassadorflow.com1

bioflow.io1

brierley.com1

cxtoday.com1

firstpromoter.com1

Twelve of the fifteen domain citations in answers naming Mention Me came from somebody else's page.

Pages cited

extole.com/platform2

mention-me.com/blog/best-referral-marketing-software2

aboutmartech.com/blog/referral-program-software1

affise.com/blog/referral-software1

ambassadorflow.com/compare1

bioflow.io/best-loyalty-program-apps-small-business1

brierley.com/blog/the-best-loyalty-software-vendors-for-2025-a-comprehensive-guide1

cxtoday.com/customer-engagement-platforms/top-loyalty-management-software-vendors-improvin1

Pages are listed as the models cited them.

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 Mention Me'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 Mention Me, 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 mention-me.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.