UKG

UKG is an enterprise HCM and workforce-management suite whose UKG Pro Recruiting applicant-tracking module, augmented by the embedded Bryte AI layer, drafts job descriptions and produces profile-match candidate scores to rank and shortlist applicants.

HireAIScore rates UKG 44 out of 100 (grade F, Substantial gaps) under rubric v1.0, last reviewed June 7, 2026. UKG ranks 51 of 77 vendors rated in ATS-integrated AI, against a category average of 47. That score is drawn from 14 evidence items across 7 rubric criteria for UKG — 6 with a cited source, 8 recording that nothing was located.

Score breakdown

UKG, criterion by criterion

Each rubric criterion is scored out of 100 on the cited evidence, then weighted into the total.

Weighted contribution shown to the right of each bar.

  1. Article 11 Technical Documentation

    Weight 20% · avg 51

    48

    +9.6

  2. Bias Audit Transparency

    Weight 18% · avg 41

    30

    +5.4

  3. FRIA Support

    Weight 15% · avg 32

    35

    +5.3

  4. Data Governance Disclosure

    Weight 15% · avg 54

    56

    +8.4

  5. Human Oversight Design

    Weight 12% · avg 57

    52

    +6.2

  6. Post-Market Monitoring

    Weight 12% · avg 42

    38

    +4.6

  7. Customer Documentation

    Weight 8% · avg 59

    55

    +4.4

Total weighted score

43.9(rounded to 44 for display)

Category avg is the mean raw score on that criterion across the 77 ATS-integrated AI vendors in scope of this rubric, this one included.

Strongest criterion

Data Governance Disclosure

56raw / 100

Contributes 8.4 to the total. 56 against a 54 category average.

Weakest criterion

Bias Audit Transparency

30raw / 100

Contributes 5.4 to the total. 30 against a 41 category average.

Cited evidence

The evidence behind the score

Every score is backed by at least one cited piece of evidence. Open a criterion to see what was found, when, and where.

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Evidence ledger

Items
14
Documentation
5
Audit report
1
Absence
8
With a source URL
6 of 14
Source hostnames
2
Fewest items
2
Article 11 Technical Documentation

These figures measure how thoroughly UKG was reviewed, not how UKG performed — an absence row, recording that nothing was located, is counted like any other item.

Article 11 Technical Documentation

2 items
48
  • DocumentationCaptured Jun 7, 2026

    UKG's SafeBase Trust Center lists a 'Responsible AI Statement,' 'Bryte AI Data Processing & Model Training' documents, and a 'UKG Statement on the EU AI Act,' but these AI-governance artifacts require a request/NDA flow and are not openly downloadable.

    https://trustcenter.ukg.com/

  • AbsenceCaptured Jun 7, 2026

    No openly published system/model card, explainability statement, or ISO 42001 certification for the Bryte AI candidate-scoring model was found; the UKG responsible-AI pages (www.ukg.com/company/responsibility/responsible-and-ethical-use-ai) are behind Cloudflare bot protection and return 403 to automated retrieval.

    Have a URL that disputes this?

Bias Audit Transparency

2 items
30
  • AbsenceCaptured Jun 7, 2026

    UKG publicly states it tests models for bias before and after deployment with human monitoring (per its responsible-AI page, corroborated across search summaries), but provides no independent auditor, date, or downloadable audit report.

    Have a URL that disputes this?

  • AbsenceCaptured Jun 7, 2026

    No public NYC Local Law 144 bias-audit summary or independent third-party algorithmic audit of UKG Pro Recruiting / Bryte candidate scoring was found via web search, the Trust Center, or auditor directories; unlike some peers (e.g., Eightfold AI), UKG does not publish bias-audit results.

    Have a URL that disputes this?

FRIA Support

2 items
35
  • DocumentationCaptured Jun 7, 2026

    The Trust Center lists 'EU AI Act' under emerging regulations and a 'UKG Statement on the EU AI Act,' indicating partial deployer-facing AI-Act material, though gated behind the request flow.

    https://trustcenter.ukg.com/

  • AbsenceCaptured Jun 7, 2026

    No EU AI Act Article 27 FRIA template or explicit fundamental-rights / deployer-obligation guidance document was located on UKG's public site or Trust Center.

    Have a URL that disputes this?

Data Governance Disclosure

2 items
56

Human Oversight Design

2 items
52
  • AbsenceCaptured Jun 7, 2026

    UKG publicly states AI should support rather than make decisions, with human oversight and final approval, and that its AI explains recommendations clearly (responsible-AI page, corroborated across search summaries; page itself Cloudflare-blocked from direct fetch).

    Have a URL that disputes this?

  • AbsenceCaptured Jun 7, 2026

    No documented in-product override controls, per-jurisdiction configuration toggles, audit-log features, or in-interface explanation UI for the Bryte candidate-scoring output were found in publicly accessible materials.

    Have a URL that disputes this?

Post-Market Monitoring

2 items
38
  • DocumentationCaptured Jun 7, 2026

    UKG maintains a Trust Center and cybersecurity program providing security reports and a compliance/security contact surface for customers.

    https://trustcenter.ukg.com/

  • AbsenceCaptured Jun 7, 2026

    No public AI-model-update changelog, AI incident-reporting channel, or continuous bias/fairness monitoring dashboard for Bryte AI / Pro Recruiting was found; monitoring is described generically as internal model-drift testing.

    Have a URL that disputes this?

Customer Documentation

2 items
55
  • DocumentationCaptured Jun 7, 2026

    UKG provides a customer-facing Trust Center with DPAs, certifications, privacy attestations, and AI-governance statements, plus public product and ESG/responsible-AI resource pages.

    https://trustcenter.ukg.com/

  • AbsenceCaptured Jun 7, 2026

    UKG publishes HR-leader blog guidance on the EU AI Act ('an AI Game Changer') acknowledging high-risk hiring-AI classification, training-data quality, documentation, transparency and human-oversight obligations (www.ukg.com/blog/hr-leaders/european-union-artificial-intelligence-act-ai-game-changer; corroborated via search, page Cloudflare-blocked from direct fetch).

    Have a URL that disputes this?

Editorial notes

Company overview

UKG (Ultimate Kronos Group) was formed on April 1, 2020 from the merger of Kronos Incorporated (founded 1977) and Ultimate Software (founded 1990), with dual U.S. headquarters in Lowell, Massachusetts and Weston, Florida. It is one of the largest human-capital-management and workforce-management vendors, serving thousands of enterprise customers. Within its UKG Pro suite, UKG Pro Recruiting provides applicant tracking, and the Bryte AI layer (launched 2023) adds generative AI assistance and profile-match candidate scoring. UKG positions Bryte as 'fair, inclusive, and secure by design,' trained on a large workforce dataset. As an enterprise SaaS HCM vendor sold via custom contracts, UKG sits firmly in the enterprise price tier.

Regulatory exposure

UKG's recruiting AI plausibly falls within scope of high-risk employment-AI regimes: candidate match scoring used to rank or shortlist applicants is the kind of tool covered by NYC Local Law 144 (AEDT) and is classified high-risk under Annex III of the EU AI Act, with parallel exposure under Illinois and Colorado law. UKG maintains an active responsible-AI program and an EU AI Act statement, and acknowledges the high-risk classification of hiring tools in its public HR-leader blog, but its concrete compliance artifacts (Responsible AI Statement, Bryte AI model-training documentation, EU AI Act statement) are gated behind its SafeBase Trust Center request flow rather than freely downloadable. No public NYC LL 144 third-party bias audit, no ISO 42001 certification, and no Article 27 FRIA template could be located. Because UKG is the AI provider while its employer customers are the deployers who must commission bias audits and FRIAs, the absence of freely available audit evidence shifts substantial verification burden onto deployers.

Path to a higher score

UKG could materially raise its score by ungating its responsible-AI artifacts: publish the Responsible AI Statement and Bryte AI model-training/data-governance documentation as open web pages or downloadable PDFs rather than behind the Trust Center request wall, and add an explainability/system-card document for the candidate-scoring model (Article 11-style instructions for use). The single highest-impact move is commissioning and publicly posting an independent NYC LL 144 bias audit of the recruiting match-scoring tool, ideally renewed annually, as peer ATS/matching vendors have done. Publishing an Article 27 FRIA template and explicit deployer-obligation guidance, and pursuing ISO 42001 certification, would close the remaining gaps.

Regulatory frame

What applies to ATS-integrated AI.

Ranking features are inside EU AI Act Annex III §4 (high-risk) and inside NYC Local Law 144 when they affect NYC-based candidates. Customers should treat the AI surface as a distinct deployer-FRIA scope from the rest of the ATS.

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Ranking

Others rated in ATS-integrated AI

Ranked 51 of 77 by weighted total under rubric v1.0. The ordering is arithmetic on the rubric and carries no view on which tool suits a given hiring process.

  1. #48Vincere44F
  2. #49Prevue HR44F
  3. #50Fountain44F
  4. #51UKGThis profile44F
  5. #52JazzHR44F
  6. #53BambooHR43F
All ATS-integrated vendors

Conflicts of interest

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Casework has no commercial relationship with this vendor.