Every category where a model named ModernLoop 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
Interview scheduling	Talent acquisition	15%	2 of 72	10%	29	accepted challenger

Movement

This is the first edition on this tier, so no move can be computed for ModernLoop 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 ModernLoop 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	0	1	0	0	1
GPT-5.4 mini	0	0	1	0	1
Gemini 3.5 Flash	3	1	0	1	5
Perplexity Sonar	1	0	1	0	2
Grok 4.1 Fast	2	2	0	0	4
Mistral Small	0	3	0	0	3
DeepSeek V4 Flash	1	2	0	1	4
Llama 4 Maverick	1	0	0	0	1
Qwen 3.7 Flash	0	0	0	0	0
Kimi K2	0	2	0	0	2
GLM 4.7 FlashX	1	0	1	1	3
MiniMax M2.5	0	2	1	0	3

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

Direct19 labels5

Paraphrase4 labels1

Comparative24 labelsNone

Budget-constrained4 labelsNone

Scale-constrained4 labels2

Negative16 labels1not counted in share

First choiceAlternativeMentionNegative71 labels in all, every segment counted; 8 of the 9 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.

“ModernLoop is the strongest default choice because it is repeatedly positioned as a mid-market tool with strong automation” Perplexity Sonar · Interview scheduling · direct prompt · first choice

“The Top Pick: ModernLoop ... widely considered the strongest standalone scheduling tool for mid-market companies” GLM 4.7 FlashX · Interview scheduling · direct prompt · first choice

“Add ModernLoop (or Calendly for lighter needs) on top — it's the value sweet spot for mid-market.” DeepSeek V4 Flash · Interview scheduling · direct prompt · first choice

“prioritize tools with panel support like GoodTime alternatives (e.g., candidate.fyi, ModernLoop)” Grok 4.1 Fast · Interview scheduling · negative 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.

“Enterprise, quote-only, often thousands per month — avoid these on a limited budget” DeepSeek V4 Flash · Interview scheduling · budget prompt · hard negative

“expensive administrative overkill for small-to-midsize companies (under 100 employees)” Gemini 3.5 Flash · Interview scheduling · negative prompt · soft negative

“ModernLoop can add friction and slow your process” GLM 4.7 FlashX · Interview scheduling · negative prompt · soft negative

Named alongside

The products named in the same answers as ModernLoop, over the 71 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and ModernLoop was named but was not.

ProductSame answerTook the first choice insteadHead to head

GoodTime63 of 7122Not in the top three

Calendly61 of 7117Compare →

Paradox37 of 710Not in the top three

candidate.fyi33 of 7110Not in the top three

Lever28 of 714Not in the top three

Greenhouse25 of 712Compare →

YouCanBookMe22 of 712Not in the top three

VidCruiter17 of 710Not in the top three

Cal.com14 of 714Not in the top three

Ashby14 of 710Not 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 ModernLoop. 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 58 of the 71 answers that named ModernLoop and are not a share of its labels.

Domains cited

candidate.fyi47

lever.co40

hiretruffle.com34

cal.com31

metaview.ai28

selectsoftwarereviews.com28

bestrecruitingtools.com26

goodtime.io25

fluentbooking.com21

lunacal.ai19

299 of the 299 domain citations in answers naming ModernLoop came from somebody else's page.

Pages cited

lever.co/insights/best-interview-scheduling-software40

candidate.fyi/interview-scheduling-software39

hiretruffle.com/blog/interview-scheduling-tools32

cal.com/blog/best-interview-scheduling-software28

metaview.ai/resources/blog/automated-interview-scheduling-tools27

selectsoftwarereviews.com/buyer-guide/interview-scheduling-software24

goodtime.io/blog/talent-operations/best-interview-scheduling-software23

fluentbooking.com/articles/best-interview-scheduling-software21

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 ModernLoop'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 ModernLoop, 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 modernloop.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.