Every category where a model named TalentDesk.io 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
Contingent workforce management	Workforce planning and analytics	7%	4 of 97	0%	19	accepted challenger

Movement

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

Direct7 labels1

Paraphrase16 labels4

Comparative18 labels3not counted in share

Budget-constrained6 labels2

Scale-constrained0 labelsNone

Negative1 label1not counted in share

First choiceAlternativeMentionNegative48 labels in all, every segment counted; 7 of the 11 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 vendor management system for contingent workers for a company with a limited budget is TalentDesk” Llama 4 Maverick · Contingent workforce man · budget prompt · first choice

“My top recommendation for a mid‑sized B2B company: TalentDesk” GLM 4.7 FlashX · Contingent workforce man · paraphrase prompt · first choice

“TalentDesk is my top pick” DeepSeek V4 Flash · Contingent workforce man · paraphrase prompt · first choice

“TalentDesk is external workforce management software for onboarding, managing, and paying freelancers, contractors, and vendors” Claude Haiku 4.5 · Contingent workforce man · paraphrase 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 TalentDesk.io, over the 48 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and TalentDesk.io was named but was not.

ProductSame answerTook the first choice insteadHead to head

Deel28 of 486Not in the top three

SAP Fieldglass28 of 486Not in the top three

Beeline28 of 482Not in the top three

Worksome26 of 482Not in the top three

Remote23 of 480Not in the top three

Worksuite22 of 482Not in the top three

Upwork20 of 482Not in the top three

Magnit15 of 485Not in the top three

Fiverr14 of 480Not in the top three

Coupa Contingent Workforce11 of 480Not 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 TalentDesk.io. 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 45 of the 48 answers that named TalentDesk.io and are not a share of its labels.

Domains cited

talentdesk.ioYour site44

worldmetrics.org32

peoplemanagingpeople.com23

learn.g2.com20

gitnux.org18

hrtechsaas.com17

guideflow.com15

selectsoftwarereviews.com15

workmotion.com13

aihratlas.com12

165 of the 209 domain citations in answers naming TalentDesk.io came from somebody else's page.

Pages cited

talentdesk.io/blog/best-contingent-workforce-management-software27

peoplemanagingpeople.com/tools/best-contingent-workforce-management-software18

worldmetrics.org/best/contingent-workforce-management-software18

hrtechsaas.com/blog/best-vendor-management-system-contingent-workforce17

learn.g2.com/best-freelancer-management-systems16

guideflow.com/blog/freelancer-management-system15

selectsoftwarereviews.com/buyer-guide/freelance-management-system14

worldmetrics.org/best/contingent-workforce-software14

Pages are listed as the models cited them.

Names read as TalentDesk.io

What the judge wrote, as written, with how often. The vendor table decides that these count as TalentDesk.io; a claim can dispute any of them.

TalentDesk 17TalentDesk/Worksome 1

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 TalentDesk.io'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 TalentDesk.io, 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 talentdesk.io 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.