AI Indexes
HR AI Index
Index › Products › NICE Workforce Management · October 2026 Edition
2 categories · Ranked

NICE Workforce Management

29Judge labels
0First choices
16Negative labels
14 / 14Models named it
2Categories
October 2026 Edition. Every number here is derived from the raw labels under vendor table v2026-10.7, every buyer segment counted.
Best standing
0% in Workforce management sui for mid-market buyers
Rank 76 of 78 in the mid-market standingcriticized challenger
0 of 14 models made it the first choice on the direct prompt; 58% of its 12 labels there were negative.
What the models named instead of NICE Workforce Management →
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 rateLabelsQuadrantSince September 2026
Workforce management suitesCore HR and payroll0%76 of 7858%12criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.
Workforce planningWorkforce planning and analytics0%52 of 980%1under 10 labels · led by ChartHop at 37%

Movement

Since September 2026, NICE Workforce Management held within the floor in all two categories: no change cleared 13 points.

Best category · Workforce management sui · by segment

Small businessgoneNot named this edition; 0% in September 2026.
0%from 0% in September 2026
Inside the floor by 13 pointsNot ranked
Mid-market=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.
0%from 0% in September 2026
Inside the floor by 13 pointsRank 19 → 69 of 71
Enterprise=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.
0%from 0% in September 2026
Inside the floor by 13 pointsRank 20 → 68 of 70

All categories · Mid-market

CategorySeptember 2026NowChangeReadingRank
Workforce management sui0%0%=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.Within noiseRank 19 → 76 of 78
Workforce planning0%0%newNew since September 2026: not ranked then, 0% now.New this editionRank 52 of 98, unchanged

Shares here are read over the models both editions asked, so they can differ by a point or two from the standing above, which counts every model in this edition.

The floor is 13 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured · The editions

By model

How each model treated NICE Workforce Management across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.
ShowHide
ModelFirst choiceAlternativeMentionNegativeLabels
Claude Haiku 4.500000
GPT-5.4 mini01001
Gemini 3.5 Flash00101
Perplexity Sonar01001
Grok 4.1 Fast00011
Mistral Small00000
DeepSeek V4 Flash01012
Llama 4 Maverick00011
Qwen 3.7 Flash00011
Kimi K200000
GLM 4.7 FlashX00000
MiniMax M2.500011
GPT-6 Luna02013
Muse Glimmer 30B00011

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
Comparative11 labels1not counted in share
Budget-constrained0 labelsNone
Scale-constrained0 labelsNone
Negative17 labelsNone
First choiceAlternativeMentionNegative29 labels in all, every segment counted; 0 of the 1 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.

“a separate category to consider if you're scheduling contact-center agents” GPT-6 Luna · Workforce management sui · comparative prompt · alternative
“Call center / customer support WFM → NICE, Verint, or Genesys” GPT-5.4 mini · Workforce management sui · comparative prompt · alternative
“Best contact-center WFM: Verint or NICE CXone WFM” Perplexity Sonar · Workforce management sui · comparative prompt · alternative
“Leader in contact center AI, offers advanced forecasting” DeepSeek V4 Flash · 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.

“Older On-Premises Versions of Verint, NICE, or Alvaria (formerly Aspect) - Specifically warned against as "suites to avoid"” MiniMax M2.5 · Workforce management sui · negative prompt · hard negative
“"Suites to avoid: Older on-premises versions of Verint, NICE, or Alvaria (formerly Aspect)"” Muse Glimmer 30B · Workforce management sui · negative prompt · hard negative
“Older on-premises versions of Verint, NICE, or Alvaria (formerly Aspect)” Llama 4 Maverick · Workforce management sui · negative prompt · hard negative
“don't rule them out for complex contact centers, but test the day-to-day workflow carefully. Reviews point to learning curves or dated-feeling areas” GPT-6 Luna · Workforce management sui · negative prompt · soft negative

Named alongside

The products named in the same answers as NICE Workforce Management, over the 29 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.
ShowHide
ProductSame answerTook the first choice insteadHead to head
Verint Workforce Management25 of 291Not among the top eight
UKG Pro14 of 297Not among the top eight
Workday Workforce Management14 of 292Not among the top eight
Dayforce12 of 293Not among the top eight
SAP SuccessFactors12 of 291Not among the top eight
Oracle Fusion Cloud HCM11 of 291Not among the top eight
ADP Workforce Now11 of 290Not among the top eight
Aspect WFM11 of 290Not among the top eight
Deputy11 of 290Not among the top eight
Homebase10 of 290Not among the top eight
A head-to-head page exists where both products are among a category's top eight. 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, five of the fourteen in this edition, so these counts come from 29 of the 29 answers that named NICE Workforce Management and are not a share of its labels.

Domains cited

assembled.com15
g2.com12
hr-ai-index.com11
ukg.com9
worldmetrics.org8
gitnux.org7
dayforce.com6
firsthr.app6
guideflow.com6
nowsta.com6

Eighty-six of the eighty-six domain citations in answers naming NICE Workforce Management came from somebody else's page.

Pages cited

Pages are listed as the models cited them.

Search and answers

nice.com is not in Google's top ten for any of the category's searches. In the answers, NICE Workforce Management takes 0% of first choices and Rippling takes 17%.
ShowHide

In search

Google, US estimates
Position for “wfm suites”
–
not in the top ten
Position for “workforce management software”
–
not in the top ten
Searches for its name, Google
720 a month (“nice workforce management”)
AI search demand for its name, est.
0 a month
Organic visits to its site
about 395,488 a month
Searches its site ranks for
15,146 · 1,666 in the top three
Sites linking to it
12,842
Paid Google search
62 searches its ads show for, about 4,376 clicks and $697,825 a month (estimate)
Ads on GoogleDetailLess
120+ ads · 74 text, 24 video, 22 image · 77 shown in the last 30 days

First shown April 2024, as NICE Ltd., verified. Ads started 2025-10 to 2026-09: 96 in the year, 24 before.

On Google's pages: 1 2 3 4

In answers

This edition
Share of first choices
0%
rank 76 of 78 in workforce management sui
Segment leader
17%
Rippling
First choices
0 across its categories
Named in
29 answers
Its own site cited
in 29 of the answers that named it

Search figures are US estimates from DataForSEO, read September 28, 2026; AI search demand is its modeled, directional estimate, not a count of queries to any assistant. The answers are this edition's. Two measurements side by side: neither is read as the cause of the other.

What it publishes

ShowHide
Addresses on nice.com
7,707
subdomains included
Content
4,065
counted in the table below
Documentation
220
Product · Integration
102 · 19
KindPagesLast 90 days2025-10 to 2026-09LatestCategories named
Blog2,57902023-07-06
Glossary or explainer76702024-08-22
News or press48802025-08-18
Case study9122026-07-10
Report or ebook5602026-05-21
Comparison4902025-08-25
Webinar or virtual event1402026-05-05
Conference or event1312026-08-13
Template or tool602026-02-03
Podcast or video202021-12-08

Events in person

Last twelve months
  • April 27, 2026 to April 28, 2026ENGAGE 2026Sheraton Times Square Hotel, New York · took part

As the event pages on nice.com state them, read September 28, 2026.

How it is countedHide how it is counted

Every page nice.com exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. Read September 29, 2026.

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 5NICE CXone WFM 2NICE WFM 1NICE WFM (specifically older legacy modules) 1NICE Workforce Management (IEX) 1NiCE 1NiCE WFM 1NiCE Workforce Management 1

Follow NICE Workforce Management

An email the morning each edition publishes: where this product moved, where it held, and by how much against the noise floor. One address, confirmed by a click; a stop link in every email.

Already following? Everything you follow, with a stop for each.

The company

NICE Workforce Management is its own company.
ShowHide

In its own words

Stated by the vendor, not checked
Positioning
Powerful AI-based forecasting and scheduling to keep SLAs up and costs down.
For
employees
Customers named
Student Loans CompanyEE
Not stated on the pages read
Price, starting price, free plan or trial, integrations, certifications, hosting

What NICE Workforce Management's own pages state, read September 28, 2026: nice.com, nice.com/pricing, nice.com/products/cxone, nice.com/customer-stories, nice.com/partners. A claimed page can correct any of 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 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.

What a new claim receivesHide what a new claim receives

A new claim receives the current edition's vendor brief for NICE Workforce Management by email, built from the raw record of the edition. It shows:

  • where NICE Workforce Management is named, by buyer and by framing, and which cells hold its first choices;
  • the claims the models make when they name it, ranked, with the strongest and the weakest quoted;
  • its vocabulary against the segment leader's, and the pages the models cited;
  • who was chosen in the answers that did not name NICE Workforce Management, and every reason the record gives;
  • a battlecard for each top rival: the head-to-head split, why they win, and the reservation quoted against them;
  • one page of published figures cleared to show a buyer.
The subscriber app

A verification link goes to your work email; an address at nice.com is approved on the spot, any other is reviewed by hand. Your email is never published. Claiming gives no say over labels, shares, verdicts or which quotes appear.