| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| HRIS and HCM platforms | Core HR and payroll | 4% | 8 of 66 | 43% | 23 | criticized challenger | ▲+4Since September 2026: 0% → 4%, +4 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| Leave and absence management | Core HR and payroll | 2% | 10 of 95 | 10% | 10 | accepted challenger | ▲+2Since September 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| Workforce management suites | Core HR and payroll | 0% | 19 of 78 | 31% | 32 | criticized challenger | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| Time and attendance | Core HR and payroll | 0% | 18 of 86 | 26% | 19 | criticized challenger | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| Benefits administration | Core HR and payroll | 0% | 26 of 67 | 12% | 8 | under 10 labels · led by Gusto at 20% | =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% | 19 of 98 | 0% | 7 | under 10 labels · led by ChartHop at 37% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| HR compliance and policy management | Core HR and payroll | 0% | 95 of 97 | 50% | 6 | under 10 labels · led by Rippling at 19% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| Workforce scheduling | Core HR and payroll | 0% | 22 of 108 | 0% | 6 | under 10 labels · led by Deputy at 37% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| HR help desk and case management | Onboarding and employee experience | 0% | 95 of 108 | 60% | 5 | under 10 labels · led by Zoho Desk at 19% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| Payroll software | Core HR and payroll | 0% | 26 of 58 | 0% | 4 | under 10 labels · led by Rippling at 20% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| People analytics | Workforce planning and analytics | 0% | 33 of 114 | 0% | 3 | under 10 labels · led by Crunchr at 22% | newNew since September 2026: not ranked then, 0% now. |
| Global payroll and employer of record | Core HR and payroll | 0% | 22 of 61 | 0% | 2 | under 10 labels · led by Deel at 30% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| 360 feedback | Performance and talent management | 0% | 67 of 73 | 100% | 1 | under 10 labels · led by Lattice at 34% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| Applicant tracking systems | Talent acquisition | 0% | 54 of 65 | 100% | 1 | under 10 labels · led by Greenhouse at 40% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| Employee monitoring | Workforce planning and analytics | 0% | 58 of 75 | 0% | 1 | under 10 labels · led by ActivTrak at 33% | |
| Employee onboarding | Onboarding and employee experience | 0% | 52 of 87 | 0% | 1 | under 10 labels · led by Rippling at 25% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| Flexible benefits and lifestyle spending accounts | Compensation and total rewards | 0% | 68 of 90 | 0% | 1 | under 10 labels · led by Compt at 40% | newNew since September 2026: not ranked then, 0% now. |
| Frontline employee apps | Onboarding and employee experience | 0% | 59 of 106 | 0% | 1 | under 10 labels · led by Connecteam at 49% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| HRIS and HCM platforms | 0% | 4% | ▲+4Since September 2026: 0% → 4%, +4 points. Inside the 13-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 12 → 8 of 66 |
| Leave | 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 39 → 10 of 95 |
| Workforce management sui | 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 16 → 19 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 20 → 18 of 86 |
| Benefits administration | 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 17 → 26 of 67 |
| Workforce planning | 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 76 → 19 of 98 |
| HR compliance | 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 72 → 95 of 97 |
| Workforce scheduling | 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 54 → 22 of 108 |
| HR help desk | 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 20 → 95 of 108 |
| Payroll software | 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 18 → 26 of 58 |
| People analytics | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 33 of 114, unchanged |
| Global payroll | 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 40 → 22 of 61 |
| 360 feedback | 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 60 → 67 of 73 |
| Applicant tracking syste | 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 40 → 54 of 65 |
| Employee monitoring | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 58 of 75, unchanged |
| Employee onboarding | 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 87 → 52 of 87 |
| Flexible benefits | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 68 of 90, unchanged |
| Frontline employee apps | 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 89 → 59 of 106 |
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 | 2 | 3 | 3 | 1 | 9 |
| GPT-5.4 mini | 3 | 2 | 1 | 1 | 7 |
| Gemini 3.5 Flash | 0 | 1 | 2 | 3 | 6 |
| Perplexity Sonar | 1 | 0 | 3 | 3 | 7 |
| Grok 4.1 Fast | 4 | 3 | 7 | 5 | 19 |
| Mistral Small | 0 | 1 | 8 | 1 | 10 |
| DeepSeek V4 Flash | 1 | 5 | 4 | 6 | 16 |
| Llama 4 Maverick | 0 | 0 | 1 | 0 | 1 |
| Qwen 3.7 Flash | 3 | 3 | 2 | 4 | 12 |
| Kimi K2 | 1 | 6 | 3 | 5 | 15 |
| GLM 4.7 FlashX | 0 | 3 | 2 | 2 | 7 |
| MiniMax M2.5 | 0 | 6 | 3 | 2 | 11 |
| GPT-6 Luna | 0 | 1 | 0 | 0 | 1 |
| Muse Glimmer 30B | 1 | 2 | 5 | 2 | 10 |
Verbatim evidence the judge attached to positive labels.
“Choose UKG Pro if you are a large enterprise with complex labor unions, multi-location operations, and need best-in-class scheduling.” Qwen 3.7 Flash · Time and attendance · comparative prompt · first choice
“Holds the largest market share (~35%) in time and attendance software... Deepest enterprise scheduling and compliance tools” DeepSeek V4 Flash · Time and attendance · comparative prompt · first choice
“I'd lean UKG Pro for a mid-sized B2B company because it tends to hit the best balance of breadth, usability, and fit” GPT-5.4 mini · HRIS and HCM platforms · paraphrase prompt · first choice
“The All-Rounder: UKG Pro ... Choose UKG Pro if you need a traditional, heavy-duty suite that will last you 5-10 years.” Qwen 3.7 Flash · HRIS and HCM platforms · paraphrase 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.
“Tools like Gusto, Rippling, and UKG Pro offer 360 functionality... Why avoid: You'll end up creating workarounds” Kimi K2 · 360 feedback · negative prompt · hard negative
“UKG (formerly Kronos) – Experienced a major ransomware attack; settled a $6M lawsuit related to the incident” Kimi K2 · HR help desk · negative prompt · hard negative
“Systems to Be Wary Of: #### 1. UKG (formerly Kronos) ... Frequent system outages and usability glitches” Qwen 3.7 Flash · Time and attendance · negative prompt · hard negative
“Highest Caution: UKG (formerly Ultimate Kronos Group) ... Who should avoid: Smaller/mid-sized teams” Grok 4.1 Fast · HRIS and HCM platforms · negative prompt · hard negative
Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 457 of the 485 answers that named UKG Pro and are not a share of its labels.
1,101 of the 1,101 domain citations in answers naming UKG Pro 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. 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'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'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, 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 by email, built from the raw record of the edition. It shows: