Every category where a model named Convert Experiences 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
Experimentation and personalization	Marketing	8%	4 of 69	0%	11	accepted challenger

Movement

This is the first edition on this tier, so no move can be computed for Convert Experiences 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 Convert Experiences 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	0	0	0
Gemini 3.5 Flash	0	0	0	0
Perplexity Sonar	0	0	0	0
Grok 4.1 Fast	0	1	0	1
Mistral Small	1	0	0	1
DeepSeek V4 Flash	1	2	0	3
Llama 4 Maverick	0	0	0	0
Qwen 3.7 Flash	1	0	1	2
Kimi K2	0	2	0	2
GLM 4.7 FlashX	1	0	0	1
MiniMax M2.5	0	1	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

Direct5 labels2

Paraphrase8 labels4

Comparative6 labels1not counted in share

Budget-constrained6 labels3

Scale-constrained1 labelNone

Negative2 labelsNone

First choiceAlternativeMentionNegative28 labels in all, every segment counted; 9 of the 10 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.

“the best website experimentation and personalization platform for a mid-market B2B company is Convert Experiences” GLM 4.7 FlashX · Experimentation · direct prompt · first choice

“If you must pick just one to start: Go with Convert or VWO.” Qwen 3.7 Flash · Experimentation · paraphrase prompt · first choice

“1. Convert Experiences ⭐ BEST OVERALL CHOICE” Mistral Small · Experimentation · paraphrase prompt · first choice

“Top Recommendation: Convert Experiences” DeepSeek V4 Flash · Experimentation · paraphrase 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 Convert Experiences, over the 28 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Convert Experiences was named but was not.

ProductSame answerTook the first choice insteadHead to head

VWO27 of 285Not in the top three

Optimizely CMS21 of 283Not in the top three

Adobe Target13 of 281Not in the top three

AB Tasty12 of 280Not in the top three

Kameleoon12 of 280Not in the top three

GrowthBook10 of 282Not in the top three

PostHog9 of 281Not in the top three

Statsig9 of 280Not in the top three

Dynamic Yield7 of 280Not in the top three

Mutiny6 of 281Not 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 Convert Experiences. 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 2 of the 28 answers that named Convert Experiences and are not a share of its labels.

Domains cited

vwo.com2

abtasty.com1

convert.comYour site1

optimizely.com1

Four of the five domain citations in answers naming Convert Experiences came from somebody else's page.

Pages cited

abtasty.com/1

abtasty.com/pricing1

convert.com/features/ab-testing1

optimizely.com/plans1

vwo.com/blog/ab-testing-tools1

vwo.com/feature-experimentation1

vwo.com/pricing1

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 Convert Experiences'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 Convert Experiences, 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 convert.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.