Every category where a model named Coassemble 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
Learning management systems	Learning and development	0%	18 of 74	0%	3	under 10 labels · led by TalentLMS at 48%
Employee onboarding	Onboarding and employee experience	0%	51 of 104	0%	1	under 10 labels · led by BambooHR at 29%
Learning experience platforms	Learning and development	0%	40 of 80	0%	1	under 10 labels · led by Learn Amp at 28%

Movement

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

Direct1 labelNone

Paraphrase0 labelsNone

Comparative9 labelsNone

Budget-constrained3 labelsNone

Scale-constrained1 labelNone

Negative6 labels1not counted in share

First choiceAlternativeMentionNegative20 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.

“5. Coassemble — *Best for First-Time Training Programs*” DeepSeek V4 Flash · Learning management syst · budget 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 Coassemble, over the 20 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Coassemble was named but was not.

ProductSame answerTook the first choice insteadHead to head

TalentLMS15 of 2010Not in the top three

iSpring Learn13 of 201Not in the top three

360Learning12 of 200Not in the top three

GoSkills11 of 204Not in the top three

Docebo9 of 201Not in the top three

Connecteam7 of 200Not in the top three

Cornerstone OnDemand7 of 200Not in the top three

LearnUpon7 of 200Not in the top three

Moodle6 of 200Not in the top three

Zoho Learn5 of 200Not 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 Coassemble. 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 17 of the 20 answers that named Coassemble and are not a share of its labels.

Domains cited

goskills.com11

peoplemanagingpeople.com10

capterra.com8

forbes.com8

hrkonnect.com7

continu.com4

docebo.com4

firsthr.app4

g2.com4

ispring.com4

Sixty-four of the sixty-four domain citations in answers naming Coassemble came from somebody else's page.

Pages cited

goskills.com/resources/best-lms-small-business10

capterra.com/resources/best-lms-for-small-business8

peoplemanagingpeople.com/tools/best-lms-for-small-business8

forbes.com/advisor/business/the-best-learning-management-systems7

hrkonnect.com/feeds/blog/small-business-learning-management-system6

continu.com/software/best-learning-management-system4

goskills.com/resources/affordable-lms4

ispring.com/knowledge-hub/best-lmss-for-small-business4

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 Coassemble'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 Coassemble, 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 coassemble.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.