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Cegid vs Factorial

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§ The result

1 point separates Factorial and Cegid.

Under rubric v1.0, Factorial and Cegid finish 1 point apart, 46 to 45, as two ATS-integrated entries. Factorial leads 5 of the 7 criteria, including Post-Market Monitoring, while Cegid leads 2, including Bias Audit Transparency. Even Post-Market Monitoring, the widest raw gap and the heaviest weighted swing (Cegid 40, Factorial 48, 12% weight), is only 39% of the weighted advantage Factorial builds across the 5 criteria it leads.

§ The record

Cegid and Factorial 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.

RecordCegidFactorial
Price tierEnterpriseLow
HeadquartersFRES
Founded19832016

§ What decides it

The criteria that move the gap, heaviest swing first.

  1. 12% weight · 27% of the movement so far

    Post-Market Monitoring

    Cegid 40 · Factorial 48

    1.0 weighted points to Factorial

  2. 18% weight · 53% of the movement so far

    Bias Audit Transparency

    Cegid 30 · Factorial 25

    0.9 weighted points to Cegid

  3. 15% weight · 65% of the movement so far

    FRIA Support

    Cegid 32 · Factorial 35

    0.4 weighted points to Factorial

  4. 20% weight · 77% of the movement so far

    Article 11 Technical Documentation

    Cegid 50 · Factorial 52

    0.4 weighted points to Factorial

  5. 12% weight · 87% of the movement so far

    Human Oversight Design

    Cegid 55 · Factorial 58

    0.4 weighted points to Factorial

  6. 15% weight · 95% of the movement so far

    Data Governance Disclosure

    Cegid 55 · Factorial 57

    0.3 weighted points to Factorial

  7. 8% weight · 100% of the movement so far

    Customer Documentation

    Cegid 62 · Factorial 60

    0.2 weighted points to Cegid

Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to -1.4 — the difference between the two totals before either is rounded. Shares are of 3.5 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads -1 beside that -1.4.

§ Category-by-category

Raw score per criterion, with weighted delta.

Δ is Cegid minus Factorial.

CategoryWeightCegidFactorialΔ rawΔ weighted
Article 11 Technical Documentation20%5052-2-0.4
Bias Audit Transparency18%3025+5+0.9
FRIA Support15%3235-3-0.4
Data Governance Disclosure15%5557-2-0.3
Human Oversight Design12%5558-3-0.4
Post-Market Monitoring12%4048-8-1.0
Customer Documentation8%6260+2+0.2
Total100%45 (F)46 (F)-1-1.4

§ 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.

CriterionWeightCegidFactorial
CitedAbsencesAudit / hostingCitedAbsencesAudit / hosting
Article 11 Technical Documentation20%61Sources on the vendor's own domain41Sources on the vendor's own domain
Bias Audit Transparency18%31—31Sources on the vendor's own domain
FRIA Support15%21Sources on the vendor's own domain41Sources on the vendor's own domain
Data Governance Disclosure15%61Audit reportSources on the vendor's own domain41Audit reportSources on the vendor's own domain
Human Oversight Design12%60Sources on the vendor's own domain41Sources on the vendor's own domain
Post-Market Monitoring12%51Sources on the vendor's own domain41Sources on the vendor's own domain
Customer Documentation8%51Sources on the vendor's own domain41Sources on the vendor's own domain
All criteria100%336Audit reportSources on the vendor's own domain277Audit reportSources on the vendor's own domain

Cegid has 39 evidence rows across 7 of 7 criteria — 33 with a source URL, 6 documented absences; Factorial has 34 evidence rows across 7 of 7 criteria — 27 with a source URL, 7 documented absences.

Provenance

The scores above are documented by 73 evidence rows on file for these two vendors: 39 for Cegid, across 2 distinct source domains, and 34 for Factorial, across 3 distinct source domains.

Rubric
v1.0
Cegid last reviewed
September 25, 2026 · HireAIScore editorial team
Factorial last reviewed
September 25, 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.