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Factorial vs UKG

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§ The result

2 points separate Factorial and UKG.

Under rubric v1.0, Factorial and UKG finish 2 points apart, 46 to 44, as two ATS-integrated entries. UKG takes 1 of the 7 criteria, Bias Audit Transparency among them, against 5 for Factorial, whose share includes Post-Market Monitoring, and 1 is level. The advantage Factorial holds is spread out: Post-Market Monitoring is both the widest raw gap and the heaviest weighted swing (Factorial 48, UKG 38, 12% weight), yet it supplies only 37% of the weighted points Factorial gains across the 5 criteria it leads.

§ The record

Factorial and UKG are both filed under ATS-integrated AI. They also share 1 secondary category: Screening.

Both are in scope of EU AI Act, NYC LL 144, Colorado AI Act and Illinois HB 3773.

RecordFactorialUKG
Price tierLowEnterprise
HeadquartersESUS
Founded20162020

§ What decides it

The criteria that move the gap, heaviest swing first.

  1. 12% weight · 29% of the movement so far

    Post-Market Monitoring

    Factorial 48 · UKG 38

    1.2 weighted points to Factorial

  2. 18% weight · 50% of the movement so far

    Bias Audit Transparency

    Factorial 25 · UKG 30

    0.9 weighted points to UKG

  3. 20% weight · 70% of the movement so far

    Article 11 Technical Documentation

    Factorial 52 · UKG 48

    0.8 weighted points to Factorial

  4. 12% weight · 87% of the movement so far

    Human Oversight Design

    Factorial 58 · UKG 52

    0.7 weighted points to Factorial

  5. 8% weight · 96% of the movement so far

    Customer Documentation

    Factorial 60 · UKG 55

    0.4 weighted points to Factorial

  6. 15% weight · 100% of the movement so far

    Data Governance Disclosure

    Factorial 57 · UKG 56

    0.1 weighted points to Factorial

Weighted delta is the raw difference times the criterion weight, so the 6 figures above sum to +2.4 — the difference between the two totals before either is rounded. Shares are of 4.2 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads +2 beside that +2.4.

§ Category-by-category

Raw score per criterion, with weighted delta.

Δ is Factorial minus UKG.

CategoryWeightFactorialUKGΔ rawΔ weighted
Article 11 Technical Documentation20%5248+4+0.8
Bias Audit Transparency18%2530-5-0.9
FRIA Support15%3535--
Data Governance Disclosure15%5756+1+0.1
Human Oversight Design12%5852+6+0.7
Post-Market Monitoring12%4838+10+1.2
Customer Documentation8%6055+5+0.4
Total100%46 (F)44 (F)+2+2.4

§ Evidence

Cited sources and documented absences, criterion by criterion.

An absence is a finding, not a blank: the reviewer looked for a named artefact and recorded that it is not located. Where a source sits is a fact about hosting only.

CriterionWeightFactorialUKG
CitedAbsencesAudit / hostingCitedAbsencesAudit / hosting
Article 11 Technical Documentation20%41Sources on the vendor's own domain11Sources on the vendor's own domain
Bias Audit Transparency18%31Sources on the vendor's own domain02—
FRIA Support15%41Sources on the vendor's own domain11Sources on the vendor's own domain
Data Governance Disclosure15%41Audit reportSources on the vendor's own domain20Audit reportSources on the vendor's own domain
Human Oversight Design12%41Sources on the vendor's own domain02—
Post-Market Monitoring12%41Sources on the vendor's own domain11Sources on the vendor's own domain
Customer Documentation8%41Sources on the vendor's own domain11Sources on the vendor's own domain
All criteria100%277Audit reportSources on the vendor's own domain68Audit reportSources on the vendor's own domain

Factorial has 34 evidence rows across 7 of 7 criteria — 27 with a source URL, 7 documented absences; UKG has 14 evidence rows across 7 of 7 criteria — 6 with a source URL, 8 documented absences.

Provenance

The scores above are documented by 48 evidence rows on file for these two vendors: 34 for Factorial, across 3 distinct source domains, and 14 for UKG, across 2 distinct source domains.

Rubric
v1.0
Factorial last reviewed
September 25, 2026 · HireAIScore editorial team
UKG last reviewed
June 7, 2026 · HireAIScore editorial team

HireAIScore scores are editorial research, not legal advice, and no vendor pays for placement, scoring or removal — see the methodology, conflicts policy and terms.