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Ceipal vs Findem

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§ The result

Findem leads Ceipal on all 7 criteria.

Findem finishes 23 points clear of Ceipal under rubric v1.0 — 58 against 35 — across the Sourcing and ATS-integrated cohorts. Findem leads every one of the 7 criteria, Ceipal none of them, and the closest of the 7 is Post-Market Monitoring, Ceipal 38 to Findem 42. Bias Audit Transparency is both the widest raw gap and the heaviest weighted swing — Ceipal 20, Findem 83 — and at an 18% weight it carries 49% of the weighted advantage Findem holds across the 7 criteria on that side of the table.

§ The record

Ceipal is filed under ATS-integrated AI, Findem under Candidate sourcing AI. They record no secondary category in common.

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

RecordCeipalFindem
Price tierMidEnterprise
HeadquartersUSUS
Founded20152019

§ What decides it

The criteria that move the gap, heaviest swing first.

  1. 18% weight · 49% of the movement so far

    Bias Audit Transparency

    Ceipal 20 · Findem 83

    11.3 weighted points to Findem

  2. 20% weight · 73% of the movement so far

    Article 11 Technical Documentation

    Ceipal 30 · Findem 58

    5.6 weighted points to Findem

  3. 15% weight · 82% of the movement so far

    FRIA Support

    Ceipal 25 · Findem 38

    1.9 weighted points to Findem

  4. 12% weight · 89% of the movement so far

    Human Oversight Design

    Ceipal 46 · Findem 60

    1.7 weighted points to Findem

  5. 15% weight · 96% of the movement so far

    Data Governance Disclosure

    Ceipal 46 · Findem 57

    1.6 weighted points to Findem

  6. 12% weight · 98% of the movement so far

    Post-Market Monitoring

    Ceipal 38 · Findem 42

    0.5 weighted points to Findem

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

    Customer Documentation

    Ceipal 53 · Findem 58

    0.4 weighted points to Findem

Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to -23.1 — the difference between the two totals before either is rounded. Shares are of 23.1 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads -23 beside that -23.1.

§ Category-by-category

Raw score per criterion, with weighted delta.

Δ is Ceipal minus Findem.

CategoryWeightCeipalFindemΔ rawΔ weighted
Article 11 Technical Documentation20%3058-28-5.6
Bias Audit Transparency18%2083-63-11.3
FRIA Support15%2538-13-1.9
Data Governance Disclosure15%4657-11-1.6
Human Oversight Design12%4660-14-1.7
Post-Market Monitoring12%3842-4-0.5
Customer Documentation8%5358-5-0.4
Total100%35 (F)58 (F)-23-23.1

§ 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.

CriterionWeightCeipalFindem
CitedAbsencesAudit / hostingCitedAbsencesAudit / hosting
Article 11 Technical Documentation20%21Sources on the vendor's own domain11Sources on the vendor's own domain
Bias Audit Transparency18%1130Audit reportSources on the vendor's own domainSources on a separate domain
FRIA Support15%11Sources on the vendor's own domain11
Data Governance Disclosure15%21Sources on the vendor's own domain21Sources on the vendor's own domain
Human Oversight Design12%21Sources on the vendor's own domain10Sources on the vendor's own domain
Post-Market Monitoring12%21Sources on the vendor's own domain21Audit reportSources on a separate domain
Customer Documentation8%31Sources on the vendor's own domain21Sources on the vendor's own domain
All criteria100%137Sources on the vendor's own domain125Audit reportSources on the vendor's own domainSources on a separate domain

Ceipal has 20 evidence rows across 7 of 7 criteria — 13 with a source URL, 7 documented absences; Findem has 17 evidence rows across 7 of 7 criteria — 12 with a source URL, 5 documented absences; some documentation or audit rows for Findem sit on a domain separate from the vendor's own site.

Provenance

The scores above are documented by 37 evidence rows on file for these two vendors: 20 for Ceipal, across 1 distinct source domain, and 17 for Findem, across 2 distinct source domains.

Rubric
v1.0
Ceipal last reviewed
July 17, 2026 · HireAIScore editorial team
Findem 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.