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Ceipal vs Factorial

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§ The result

Factorial leads Ceipal on all 7 criteria.

Rubric v1.0 scores the ATS-integrated entries Factorial and Ceipal at 46 and 35, a gap of 11 points. Factorial leads every one of the 7 criteria, Ceipal none of them, and the closest of the 7 is Bias Audit Transparency, Ceipal 20 to Factorial 25. The advantage Factorial holds is spread out: Article 11 Technical Documentation is both the widest raw gap and the heaviest weighted swing (Ceipal 30, Factorial 52, 20% weight), yet it supplies only 38% of the weighted points Factorial gains across the 7 criteria it leads.

§ The record

Ceipal and Factorial are both filed under ATS-integrated AI. They record no secondary category in common.

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

RecordCeipalFactorial
Price tierMidLow
HeadquartersUSES
Founded20152016

§ What decides it

The criteria that move the gap, heaviest swing first.

  1. 20% weight · 38% of the movement so far

    Article 11 Technical Documentation

    Ceipal 30 · Factorial 52

    4.4 weighted points to Factorial

  2. 15% weight · 52% of the movement so far

    Data Governance Disclosure

    Ceipal 46 · Factorial 57

    1.6 weighted points to Factorial

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

    FRIA Support

    Ceipal 25 · Factorial 35

    1.5 weighted points to Factorial

  4. 12% weight · 77% of the movement so far

    Human Oversight Design

    Ceipal 46 · Factorial 58

    1.4 weighted points to Factorial

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

    Post-Market Monitoring

    Ceipal 38 · Factorial 48

    1.2 weighted points to Factorial

  6. 18% weight · 95% of the movement so far

    Bias Audit Transparency

    Ceipal 20 · Factorial 25

    0.9 weighted points to Factorial

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

    Customer Documentation

    Ceipal 53 · Factorial 60

    0.6 weighted points to Factorial

Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to -11.7 — the difference between the two totals before either is rounded. Shares are of 11.7 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads -11 beside that -11.7.

§ Category-by-category

Raw score per criterion, with weighted delta.

Δ is Ceipal minus Factorial.

CategoryWeightCeipalFactorialΔ rawΔ weighted
Article 11 Technical Documentation20%3052-22-4.4
Bias Audit Transparency18%2025-5-0.9
FRIA Support15%2535-10-1.5
Data Governance Disclosure15%4657-11-1.6
Human Oversight Design12%4658-12-1.4
Post-Market Monitoring12%3848-10-1.2
Customer Documentation8%5360-7-0.6
Total100%35 (F)46 (F)-11-11.7

§ 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.

CriterionWeightCeipalFactorial
CitedAbsencesAudit / hostingCitedAbsencesAudit / hosting
Article 11 Technical Documentation20%21Sources on the vendor's own domain41Sources on the vendor's own domain
Bias Audit Transparency18%11—31Sources on the vendor's own domain
FRIA Support15%11Sources on the vendor's own domain41Sources on the vendor's own domain
Data Governance Disclosure15%21Sources on the vendor's own domain41Audit reportSources on the vendor's own domain
Human Oversight Design12%21Sources on the vendor's own domain41Sources on the vendor's own domain
Post-Market Monitoring12%21Sources on the vendor's own domain41Sources on the vendor's own domain
Customer Documentation8%31Sources on the vendor's own domain41Sources on the vendor's own domain
All criteria100%137Sources on the vendor's own domain277Audit reportSources on the vendor's own domain

Ceipal has 20 evidence rows across 7 of 7 criteria — 13 with a source URL, 7 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 54 evidence rows on file for these two vendors: 20 for Ceipal, across 1 distinct source domain, and 34 for Factorial, across 3 distinct source domains.

Rubric
v1.0
Ceipal last reviewed
July 17, 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.