Every category where a model named Sales Cookie 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
Sales commissions and incentive compensation	Revenue operations	8%	5 of 51	9%	11	accepted challenger

Movement

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

Direct3 labelsNone

Paraphrase2 labelsNone

Comparative5 labels1not counted in share

Budget-constrained17 labels7

Scale-constrained2 labelsNone

Negative3 labelsNone

First choiceAlternativeMentionNegative32 labels in all, every segment counted; 7 of the 8 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.

“Commissionly and Sales Cookie stand out as the most cost-effective options, particularly if you have a small team” Claude Haiku 4.5 · Commissions · budget prompt · first choice

“Sales Cookie offers the best balance of features, affordability, and flexibility with no long-term commitment.” MiniMax M2.5 · Commissions · budget prompt · first choice

“Sales Cookie if you want the best overall balance of affordability and functionality” Perplexity Sonar · Commissions · budget prompt · first choice

“Sales Cookie ⭐ Best Overall Value” Kimi K2 · Commissions · 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.

“simpler ones like Sales Cookie for smaller teams” Grok 4.1 Fast · Commissions · direct prompt · soft negative

Named alongside

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

ProductSame answerTook the first choice insteadHead to head

QuotaPath31 of 3213Not in the top three

Commissionly21 of 326Not in the top three

CaptivateIQ16 of 321Not in the top three

Xactly12 of 320Not in the top three

Salesforce Spiff9 of 320Not in the top three

Visdum9 of 320Not in the top three

Everstage7 of 321Not in the top three

Qobra6 of 320Not in the top three

Varicent6 of 320Not in the top three

Performio5 of 320Not 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 Sales Cookie. 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 9 of the 32 answers that named Sales Cookie and are not a share of its labels.

Domains cited

everstage.com8

technologyadvice.com7

captivateiq.com5

learn.g2.com5

qobra.co5

capterra.com4

forma.ai4

g2.com4

guideflow.com4

nektar.ai4

Fifty of the fifty domain citations in answers naming Sales Cookie came from somebody else's page.

Pages cited

everstage.com/10-best-sales-commission-software6

learn.g2.com/best-sales-compensation-software5

qobra.co/blog/best-sales-commission-tracking-software5

qobra.co/blog/top-sales-commission-tools5

technologyadvice.com/blog/sales/sales-commission-software5

everstage.com/10-best-commission-management-software4

guideflow.com/blog/best-sales-compensation-software4

nektar.ai/9-sales-commission-software4

Pages are listed as the models cited them.

Names read as Sales Cookie

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

SalesCookie 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 Sales Cookie'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 Sales Cookie, 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 salescookie.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.