HR AI Index
Index Vendors › NICE Workforce Management · September 2026 Edition
1 category · Named, not ranked

NICE Workforce Management

13Judge labels
0First choices
5Negative labels
6 of 12Models named it
1Category
September 2026 Edition. Every number here is derived from the raw labels under vendor table vv2026-09.1, every buyer segment counted.
Standing
5 labels, too few to rank
A product needs 10 labels in a category before a share or quadrant is stated. NICE Workforce Management was named 5 times in Workforce management sui, where ADP Workforce Now led with 19%. The labels and the evidence are below, counted exactly.
By buyer segmentRead the same way at every buyer size.
In workforce management sui · each standing computed within its segment · bars are 0 to 100 · the accent bar is the product's own best reading

Standing by category

Every category where a model named NICE Workforce Management 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.
CategoryFunctionShareRankNegative rateLabelsQuadrant
Workforce management suitesCore HR and payroll0%23 of 9520%5under 10 labels · led by ADP Workforce Now at 19%

Movement

This is the first edition on this tier, so no move can be computed for NICE Workforce Management 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 NICE Workforce Management across every prompt where it was named for a mid-market B2B company. Twelve models, six prompts per category.
ModelFirst choiceAlternativeMentionNegativeLabels
Claude Haiku 4.500000
GPT-5.4 mini01001
Gemini 3.5 Flash00011
Perplexity Sonar00000
Grok 4.1 Fast00000
Mistral Small00000
DeepSeek V4 Flash00101
Llama 4 Maverick00101
Qwen 3.7 Flash00000
Kimi K201001
GLM 4.7 FlashX00000
MiniMax M2.500000

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
Comparative5 labelsNone
Budget-constrained0 labelsNone
Scale-constrained0 labelsNone
Negative7 labelsNone
First choiceAlternativeMentionNegative13 labels in all, every segment counted; 0 of the 0 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.

“Best for: Enterprise contact centers already using NICE CXone CCaaS” Kimi K2 · Workforce management sui · comparative prompt · alternative
“Best for contact-center workforce operations: NICE” GPT-5.4 mini · Workforce management sui · comparative 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.

“notorious for dense, outdated user interfaces, massive learning curves, and multi-month (sometimes multi-year) implementation timelines” Gemini 3.5 Flash · Workforce management sui · negative prompt · soft negative

Named alongside

The products named in the same answers as NICE Workforce Management, over the 12 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and NICE Workforce Management was named but was not.
ProductSame answerTook the first choice insteadHead to head
Verint Workforce Management8 of 120Not in the top three
Dayforce6 of 122Not in the top three
Aspect WFM6 of 120Not in the top three
Deputy5 of 122Not in the top three
Assembled5 of 120Not in the top three
Workday5 of 120Not in the top three
UKG Pro4 of 122Not in the top three
ADP Workforce Now4 of 120Not in the top three
Calabrio ONE4 of 120Not in the top three
SAP SuccessFactors4 of 120Not 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 NICE Workforce Management. 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 9 of the 12 answers that named NICE Workforce Management and are not a share of its labels.

Domains cited

g2.com5
gartner.com4
guideflow.com4
worldmetrics.org4
assembled.com3
cio.economictimes.indiatimes.com3
gitnux.org3
softwareadvice.com3
amplifai.com2
hibob.com2

Thirty-three of the thirty-three domain citations in answers naming NICE Workforce Management came from somebody else's page.

Pages cited

Pages are listed as the models cited them.

Names read as NICE Workforce Management

What the judge wrote, as written, with how often. The vendor table decides that these count as NICE Workforce Management; a claim can dispute any of them.
NICE CXone WFM 2NICE WFM (Workforce Management) 1NICE WFM (formerly IEX) 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 NICE Workforce Management'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 NICE Workforce Management, 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 nice.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.

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