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Ceipal vs TalentLens

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§ The result

TalentLens leads Ceipal by 11 points.

TalentLens, filed under Assessment, comes out 11 points above Ceipal, filed under ATS-integrated: 46 against 35 under rubric v1.0. TalentLens leads 6 of the 7 criteria, including Bias Audit Transparency, while Ceipal leads 1, including Post-Market Monitoring. Even Bias Audit Transparency, the widest raw gap and the heaviest weighted swing (Ceipal 20, TalentLens 45, 18% weight), is only 38% of the weighted advantage TalentLens builds across the 6 criteria it leads.

§ The record

Ceipal is filed under ATS-integrated AI, TalentLens under Assessment AI. They record no secondary category in common.

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

RecordCeipalTalentLens
Price tierMidMid
HeadquartersUSGB
Founded2015Not recorded

§ What decides it

The criteria that move the gap, heaviest swing first.

  1. 18% weight · 35% of the movement so far

    Bias Audit Transparency

    Ceipal 20 · TalentLens 45

    4.5 weighted points to TalentLens

  2. 20% weight · 70% of the movement so far

    Article 11 Technical Documentation

    Ceipal 30 · TalentLens 52

    4.4 weighted points to TalentLens

  3. 12% weight · 81% of the movement so far

    Human Oversight Design

    Ceipal 46 · TalentLens 57

    1.3 weighted points to TalentLens

  4. 15% weight · 86% of the movement so far

    FRIA Support

    Ceipal 25 · TalentLens 30

    0.8 weighted points to TalentLens

  5. 12% weight · 92% of the movement so far

    Post-Market Monitoring

    Ceipal 38 · TalentLens 32

    0.7 weighted points to Ceipal

  6. 15% weight · 97% of the movement so far

    Data Governance Disclosure

    Ceipal 46 · TalentLens 50

    0.6 weighted points to TalentLens

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

    Customer Documentation

    Ceipal 53 · TalentLens 58

    0.4 weighted points to TalentLens

Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to -11.3 — the difference between the two totals before either is rounded. Shares are of 12.7 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 -11.3.

§ Category-by-category

Raw score per criterion, with weighted delta.

Δ is Ceipal minus TalentLens.

CategoryWeightCeipalTalentLensΔ rawΔ weighted
Article 11 Technical Documentation20%3052-22-4.4
Bias Audit Transparency18%2045-25-4.5
FRIA Support15%2530-5-0.8
Data Governance Disclosure15%4650-4-0.6
Human Oversight Design12%4657-11-1.3
Post-Market Monitoring12%3832+6+0.7
Customer Documentation8%5358-5-0.4
Total100%35 (F)46 (F)-11-11.3

§ 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.

CriterionWeightCeipalTalentLens
CitedAbsencesAudit / hostingCitedAbsencesAudit / hosting
Article 11 Technical Documentation20%21Sources on the vendor's own domain41Sources on the vendor's own domainSources on a separate domain
Bias Audit Transparency18%11—31Audit reportSources on the vendor's own domainSources on a separate domain
FRIA Support15%11Sources on the vendor's own domain21Sources on the vendor's own domain
Data Governance Disclosure15%21Sources on the vendor's own domain40Sources on the vendor's own domain
Human Oversight Design12%21Sources on the vendor's own domain40Sources on the vendor's own domain
Post-Market Monitoring12%21Sources on the vendor's own domain31Sources on the vendor's own domainSources on a separate domain
Customer Documentation8%31Sources on the vendor's own domain41Sources on the vendor's own domain
All criteria100%137Sources on the vendor's own domain245Audit 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; TalentLens has 29 evidence rows across 7 of 7 criteria — 24 with a source URL, 5 documented absences; some documentation or audit rows for TalentLens sit on a domain separate from the vendor's own site.

Provenance

The scores above are documented by 49 evidence rows on file for these two vendors: 20 for Ceipal, across 1 distinct source domain, and 29 for TalentLens, across 3 distinct source domains.

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