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Alooba vs Manatal

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§ The result

3 points separate Manatal and Alooba.

Manatal holds a 3-point edge over Alooba under rubric v1.0, 41 to 38, across the ATS-integrated and Assessment cohorts. The 7 criteria split 5 to 1 in favour of Manatal, with 1 level: Manatal is ahead on Data Governance Disclosure and Alooba on Article 11 Technical Documentation. Article 11 Technical Documentation is at once the widest raw gap and the heaviest weighted swing, and it belongs to Alooba — Alooba 40, Manatal 33, on a 20% weight — which is 100% of the weighted advantage Alooba holds across the 1 criterion on that side of the table.

§ The record

Alooba is filed under Assessment AI, Manatal under ATS-integrated AI. They also share 1 secondary category: Screening.

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

RecordAloobaManatal
Price tierLowLow
HeadquartersAUTH
Founded20192019

§ What decides it

The criteria that move the gap, heaviest swing first.

  1. 20% weight · 28% of the movement so far

    Article 11 Technical Documentation

    Alooba 40 · Manatal 33

    1.4 weighted points to Alooba

  2. 15% weight · 49% of the movement so far

    Data Governance Disclosure

    Alooba 45 · Manatal 52

    1.1 weighted points to Manatal

  3. 12% weight · 66% of the movement so far

    Post-Market Monitoring

    Alooba 36 · Manatal 43

    0.8 weighted points to Manatal

  4. 15% weight · 81% of the movement so far

    FRIA Support

    Alooba 28 · Manatal 33

    0.8 weighted points to Manatal

  5. 12% weight · 94% of the movement so far

    Human Oversight Design

    Alooba 55 · Manatal 60

    0.6 weighted points to Manatal

  6. 8% weight · 100% of the movement so far

    Customer Documentation

    Alooba 58 · Manatal 62

    0.3 weighted points to Manatal

Weighted delta is the raw difference times the criterion weight, so the 6 figures above sum to -2.2 — the difference between the two totals before either is rounded. Shares are of 5.0 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads -3 beside that -2.2.

§ Category-by-category

Raw score per criterion, with weighted delta.

Δ is Alooba minus Manatal.

CategoryWeightAloobaManatalΔ rawΔ weighted
Article 11 Technical Documentation20%4033+7+1.4
Bias Audit Transparency18%2222--
FRIA Support15%2833-5-0.8
Data Governance Disclosure15%4552-7-1.1
Human Oversight Design12%5560-5-0.6
Post-Market Monitoring12%3643-7-0.8
Customer Documentation8%5862-4-0.3
Total100%38 (F)41 (F)-3-2.2

§ 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.

CriterionWeightAloobaManatal
CitedAbsencesAudit / hostingCitedAbsencesAudit / hosting
Article 11 Technical Documentation20%51Sources on the vendor's own domain11Sources on the vendor's own domain
Bias Audit Transparency18%31—11—
FRIA Support15%11Sources on the vendor's own domain21Sources on the vendor's own domain
Data Governance Disclosure15%51Sources on the vendor's own domain31Sources on the vendor's own domain
Human Oversight Design12%70Sources on the vendor's own domain20Sources on the vendor's own domain
Post-Market Monitoring12%31Sources on the vendor's own domainSources on a separate domain21Sources on the vendor's own domain
Customer Documentation8%41Sources on the vendor's own domain40Sources on the vendor's own domain
All criteria100%286Sources on the vendor's own domainSources on a separate domain155Sources on the vendor's own domain

Alooba has 34 evidence rows across 7 of 7 criteria — 28 with a source URL, 6 documented absences; Manatal has 20 evidence rows across 7 of 7 criteria — 15 with a source URL, 5 documented absences; some documentation or audit rows for Alooba sit on a domain separate from the vendor's own site.

Provenance

The scores above are documented by 54 evidence rows on file for these two vendors: 34 for Alooba, across 3 distinct source domains, and 20 for Manatal, across 1 distinct source domain.

Rubric
v1.0
Alooba last reviewed
September 25, 2026 · HireAIScore editorial team
Manatal last reviewed
July 17, 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.