Every category where a model named Nooks 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 dialers and calling	Sales	7%	5 of 76	10%	31	accepted challenger
Sales coaching and training	Sales	0%	35 of 124	0%	4	under 10 labels · led by SalesHood at 27%
AI SDR agents	Sales	0%	31 of 71	0%	3	under 10 labels · led by Apollo.io at 20%
Sales engagement platforms	Sales	0%	21 of 55	0%	2	under 10 labels · led by Salesloft at 35%
Sales enablement and content	Sales	0%	53 of 81	0%	1	under 10 labels · led by Dock at 19%

Movement

This is the first edition on this tier, so no move can be computed for Nooks 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 Nooks 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	2	1	0	3
GPT-5.4 mini	0	2	0	0	2
Gemini 3.5 Flash	2	3	0	1	6
Perplexity Sonar	0	1	1	0	2
Grok 4.1 Fast	1	1	0	1	3
Mistral Small	0	3	0	0	3
DeepSeek V4 Flash	2	0	3	1	6
Llama 4 Maverick	0	1	0	0	1
Qwen 3.7 Flash	0	2	1	0	3
Kimi K2	0	4	2	0	6
GLM 4.7 FlashX	0	2	2	0	4
MiniMax M2.5	0	1	1	0	2

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

Direct16 labels2

Paraphrase5 labels1

Comparative31 labels5not counted in share

Budget-constrained4 labelsNone

Scale-constrained11 labels3

Negative15 labels1not counted in share

First choiceAlternativeMentionNegative82 labels in all, every segment counted; 6 of the 12 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.

“Funded, high-volume SDR org → Orum (volume) or Nooks (coaching + virtual salesfloor).” DeepSeek V4 Flash · Dialers · direct prompt · first choice

“Nooks is Orum's primary rival... Best For: Fast-growing mid-market companies” Gemini 3.5 Flash · Dialers · paraphrase prompt · first choice

“Nooks (G2: 4.8/5, leader in auto-dialer) – Best for 10+ rep SDR teams” Grok 4.1 Fast · Dialers · comparative prompt · first choice

“Best for High-Volume, Outbound SDR Teams: Orum or Nooks” Gemini 3.5 Flash · Dialers · direct 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.

“Nooks & Orum (Parallel Dialers) Biggest concerns: The structural "dead air" problem, spam flagging, and rapidly declining connect rates.” DeepSeek V4 Flash · Dialers · negative prompt · hard negative

“Orum / Nooks (When used on unverified lists)... you must be cautious about their *pricing structure* and *data usage*.” Gemini 3.5 Flash · Dialers · negative prompt · soft negative

“criticized for high abandoned call rates (>3% FTC limit), risking TCPA fines” Grok 4.1 Fast · Dialers · negative prompt · soft negative

Named alongside

The products named in the same answers as Nooks, over the 82 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Nooks was named but was not.

ProductSame answerTook the first choice insteadHead to head

Orum53 of 823Not in the top three

CloudTalk36 of 823Not in the top three

Aloware32 of 8213Not in the top three

JustCall32 of 823Not in the top three

PhoneBurner29 of 823Not in the top three

Kixie28 of 823Not in the top three

Dialpad27 of 821Not in the top three

Aircall26 of 821Not in the top three

Salesloft25 of 827Not in the top three

Five923 of 824Not 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 Nooks. 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 10 of the 82 answers that named Nooks and are not a share of its labels.

Domains cited

nooks.aiYour site6

aloware.com5

cloudtalk.io5

learn.g2.com5

skipcall.io5

justcall.io4

marketbetter.ai4

croclub.com3

g2.com3

prospeo.io3

Thirty-seven of the forty-three domain citations in answers naming Nooks came from somebody else's page.

Pages cited

cloudtalk.io/blog/best-ai-sales-dialer-software5

skipcall.io/en/blog/best-sales-dialer-software5

aloware.com/blog/the-8-best-sales-dialers4

justcall.io/blog/best-sales-dialer-software.html4

marketbetter.ai/blog/best-sales-dialers-for-sdr-teams-20264

cloudtalk.io/blog/dialers-for-cold-calling3

croclub.com/tools/best-sales-dialer-software3

learn.g2.com/best-auto-dialer-software3

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 Nooks'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 Nooks, 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 nooks.ai 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.