| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Workforce scheduling | Core HR and payroll | 2% | 9 of 108 | 0% | 3 | under 10 labels · led by Deputy at 37% | newNew since September 2026: not ranked then, 2% now. |
| Workforce management suites | Core HR and payroll | 2% | 13 of 78 | 22% | 9 | under 10 labels · led by Rippling at 17% | ▲+2Since September 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| Time and attendance | Core HR and payroll | 0% | 74 of 86 | 50% | 6 | under 10 labels · led by Clockify at 12% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| Workforce planning | Workforce planning and analytics | 0% | 25 of 98 | 0% | 3 | under 10 labels · led by ChartHop at 37% | newNew since September 2026: not ranked then, 0% now. |
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| Workforce scheduling | 0% | 2% | newNew since September 2026: not ranked then, 2% now. | New this edition | Rank 9 of 108, unchanged |
| Workforce management sui | 0% | 2% | ▲+2Since September 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 86 → 13 of 78 |
| Time and attendance | 0% | 0% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 79 → 74 of 86 |
| Workforce planning | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 25 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
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 1 | 0 | 0 | 1 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 1 | 1 |
| Perplexity Sonar | 1 | 0 | 0 | 0 | 1 |
| Grok 4.1 Fast | 0 | 0 | 2 | 0 | 2 |
| Mistral Small | 1 | 0 | 1 | 0 | 2 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 1 | 1 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 1 | 0 | 0 | 0 | 1 |
| Kimi K2 | 0 | 1 | 0 | 1 | 2 |
| GLM 4.7 FlashX | 0 | 1 | 0 | 0 | 1 |
| MiniMax M2.5 | 0 | 1 | 0 | 0 | 1 |
| GPT-6 Luna | 0 | 5 | 0 | 1 | 6 |
| Muse Glimmer 30B | 1 | 0 | 0 | 1 | 2 |
Verbatim evidence the judge attached to positive labels.
“UKG Pro WFM is positioned as best with real-time payroll insights and enterprise HR plus WFM.” Muse Glimmer 30B · Workforce management sui · comparative prompt · first choice
“Legion, UKG Dimensions, Dayforce, and Deputy are the top recommendations” Mistral Small · Workforce scheduling · direct prompt · first choice
“Widely considered the gold standard for pure WFM in the mid-market.” Qwen 3.7 Flash · Workforce management sui · direct prompt · first choice
“Best enterprise all-in-one: UKG Pro WFM or Workday WFM” Perplexity Sonar · Workforce management sui · comparative prompt · first choice
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.
“A ransomware attack discovered Dec. 11 [2021] hit Kronos Private Cloud and the company said the outage could last several weeks.” Muse Glimmer 30B · Time and attendance · negative prompt · hard negative
“scrutinize it if you're a small, straightforward operation... G2 reviewers have described UKG implementation as complex; that's a diligence flag” GPT-6 Luna · Workforce management sui · negative prompt · soft negative
“its aging architecture and user experience are increasingly out of step with modern, cloud-based alternatives” DeepSeek V4 Flash · Time and attendance · negative prompt · soft negative
“If you use or consider Kronos/UKG, scrutinize their business continuity and offline backup protocols.” Kimi K2 · Time and attendance · negative prompt · soft negative
Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 75 of the 78 answers that named UKG Pro Workforce Management and are not a share of its labels.
139 of the 176 domain citations in answers naming UKG Pro Workforce Management came from somebody else's page.
Pages are listed as the models cited them.
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.
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 1,125 | undated | Workforce planning, Pay equity | ||
| Glossary or explainer | 372 | undated | Workforce management sui, Payroll software | ||
| News or press | 260 | undated | Interview scheduling | ||
| Report or ebook | 193 | undated | Workforce planning, Earned wage access | ||
| Webinar or virtual event | 137 | undated | Workforce planning, Workforce scheduling | ||
| Template or tool | 16 | undated | Payroll software | ||
| Comparison | 11 | undated | |||
| Conference or event | 10 | undated | |||
| Case study | 8 | undated | |||
| Podcast or video | 4 | undated |
As the event pages on ukg.com state them, read September 28, 2026.
Every page ukg.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. Of its titles that name a category, most name payroll software (13); 26 name its categories the models place it in. 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.
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.
What UKG Pro Workforce Management's own pages state, read September 28, 2026: ukg.com, ukg.com/products/payroll, ukg.com/customers, ukg.com/company/partners. A claimed page can correct any of them.
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 UKG Pro 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 UKG Pro Workforce Management, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
A new claim receives the current edition's vendor brief for UKG Pro Workforce Management by email, built from the raw record of the edition. It shows: