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Manatal vs Stepstone

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§ The result

Stepstone takes the total, Manatal takes more of the criteria.

Stepstone scores 49 and Manatal 41 under rubric v1.0, an 8-point gap across the Screening and ATS-integrated cohorts. Manatal leads more of the criteria than Stepstone — 4 to 3 — but Bias Audit Transparency, which Stepstone leads, carries 18% of the rubric, and the weighted sum still falls to Stepstone. One criterion, Bias Audit Transparency, is both the widest raw gap (Manatal 22, Stepstone 50) and the heaviest weighted swing, and at 18% weight it makes up 51% of the weighted advantage Stepstone holds across the 3 criteria it leads.

§ The record

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

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

RecordManatalStepstone
Price tierLowMid
HeadquartersTHDE
Founded20191996

§ What decides it

The criteria that move the gap, heaviest swing first.

  1. 18% weight · 44% of the movement so far

    Bias Audit Transparency

    Manatal 22 · Stepstone 50

    5.0 weighted points to Stepstone

  2. 20% weight · 82% of the movement so far

    Article 11 Technical Documentation

    Manatal 33 · Stepstone 55

    4.4 weighted points to Stepstone

  3. 12% weight · 87% of the movement so far

    Post-Market Monitoring

    Manatal 43 · Stepstone 38

    0.6 weighted points to Manatal

  4. 15% weight · 91% of the movement so far

    FRIA Support

    Manatal 33 · Stepstone 30

    0.4 weighted points to Manatal

  5. 15% weight · 95% of the movement so far

    Data Governance Disclosure

    Manatal 52 · Stepstone 55

    0.4 weighted points to Stepstone

  6. 8% weight · 98% of the movement so far

    Customer Documentation

    Manatal 62 · Stepstone 58

    0.3 weighted points to Manatal

  7. 12% weight · 100% of the movement so far

    Human Oversight Design

    Manatal 60 · Stepstone 58

    0.2 weighted points to Manatal

Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to -8.3 — the difference between the two totals before either is rounded. Shares are of 11.5 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads -8 beside that -8.3.

§ Category-by-category

Raw score per criterion, with weighted delta.

Δ is Manatal minus Stepstone.

CategoryWeightManatalStepstoneΔ rawΔ weighted
Article 11 Technical Documentation20%3355-22-4.4
Bias Audit Transparency18%2250-28-5.0
FRIA Support15%3330+3+0.4
Data Governance Disclosure15%5255-3-0.4
Human Oversight Design12%6058+2+0.2
Post-Market Monitoring12%4338+5+0.6
Customer Documentation8%6258+4+0.3
Total100%41 (F)49 (F)-8-8.3

§ 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.

CriterionWeightManatalStepstone
CitedAbsencesAudit / hostingCitedAbsencesAudit / hosting
Article 11 Technical Documentation20%11Sources on the vendor's own domain51Sources on the vendor's own domainSources on a separate domain
Bias Audit Transparency18%11—31Audit reportSources on a separate domain
FRIA Support15%21Sources on the vendor's own domain21Sources on the vendor's own domain
Data Governance Disclosure15%31Sources on the vendor's own domain60Sources on the vendor's own domainSources on a separate domain
Human Oversight Design12%20Sources on the vendor's own domain50Sources 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%40Sources on the vendor's own domain50Sources on the vendor's own domain
All criteria100%155Sources on the vendor's own domain294Audit reportSources on the vendor's own domainSources on a separate domain

Manatal has 20 evidence rows across 7 of 7 criteria — 15 with a source URL, 5 documented absences; Stepstone has 33 evidence rows across 7 of 7 criteria — 29 with a source URL, 4 documented absences; some documentation or audit rows for Stepstone sit on a domain separate from the vendor's own site.

Provenance

The scores above are documented by 53 evidence rows on file for these two vendors: 20 for Manatal, across 1 distinct source domain, and 33 for Stepstone, across 6 distinct source domains.

Rubric
v1.0
Manatal last reviewed
July 17, 2026 · HireAIScore editorial team
Stepstone 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.