Every category where a model named MeBeBot 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
HR AI assistants	Onboarding and employee experience	10%	2 of 119	0%	9	under 10 labels · led by Workativ Assistant at 12%

Movement

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

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

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

Direct4 labels1

Paraphrase17 labels12

Comparative7 labels2not counted in share

Budget-constrained5 labels3

Scale-constrained0 labelsNone

Negative0 labelsNone

First choiceAlternativeMentionNegative33 labels in all, every segment counted; 16 of the 18 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 most mid-market B2B HR teams, MeBeBot offers the best combination of mid-market pricing, speed to value, and out-of-the-box accuracy” Kimi K2 · HR AI assistants · direct prompt · first choice

“I'd recommend MeBeBot as the top HR chatbot for handling employee questions” Grok 4.1 Fast · HR AI assistants · paraphrase prompt · first choice

“MeBeBot stands out as the top recommendation for mid-sized companies.” Claude Haiku 4.5 · HR AI assistants · paraphrase prompt · first choice

“Top Pick: MeBeBot ... is the strongest all-around choice” DeepSeek V4 Flash · HR AI assistants · 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 MeBeBot, over the 33 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and MeBeBot was named but was not.

ProductSame answerTook the first choice insteadHead to head

Workativ Assistant20 of 333Not in the top three

Leena AI18 of 333Not in the top three

Moveworks15 of 331Not in the top three

BambooHR12 of 331Not in the top three

Gusto8 of 332Not in the top three

Paradox8 of 330Not in the top three

Rippling7 of 330Not in the top three

ChatBot3 of 330Not in the top three

Heyy3 of 330Not in the top three

Humand3 of 330Not 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 MeBeBot. 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 28 of the 33 answers that named MeBeBot and are not a share of its labels.

Domains cited

workativ.com19

hrtechsaas.com15

chatbot.com14

miniloop.ai13

herothemes.com12

mebebot.comYour site12

moveworks.com12

humand.co10

g2.com9

simular.ai9

113 of the 125 domain citations in answers naming MeBeBot came from somebody else's page.

Pages cited

hrtechsaas.com/blog/best-ai-hr-chatbot15

chatbot.com/blog/hr-chatbots14

workativ.com/ai-agent/blog/hr-chatbots-for-smbs14

workativ.com/hr/blog/hr-chatbots-for-smbs14

herothemes.com/blog/hr-chatbots12

miniloop.ai/blog/best-hr-chatbots-202612

mebebot.com/post/5-top-performing-ai-chatbots-for-employee-assistance11

humand.co/en/compare/best-ai-powered-hr-software-tools10

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 MeBeBot'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 MeBeBot, 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 mebebot.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.