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Eightfold AI vs Vincere

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§ The result

Eightfold AI leads Vincere on 6 of the 7 criteria.

Eightfold AI finishes 20 points clear of Vincere under rubric v1.0 — 64 (D) against 44 (F) — across the Sourcing and ATS-integrated cohorts. Eightfold AI leads 6 of the 7 criteria and the remaining criterion is level, so Vincere is ahead on none of them; the closest of the 6 Eightfold AI leads is Data Governance Disclosure, Eightfold AI 60 to Vincere 55. One criterion, Bias Audit Transparency, is both the widest raw gap (Eightfold AI 85, Vincere 18) and the heaviest weighted swing, and at 18% weight it makes up 61% of the weighted advantage Eightfold AI holds across the 6 criteria it leads.

§ The record

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

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

RecordEightfold AIVincere
Price tierEnterpriseMid
HeadquartersUSGB
Founded20162012

§ What decides it

The criteria that move the gap, heaviest swing first.

  1. 18% weight · 61% of the movement so far

    Bias Audit Transparency

    Eightfold AI 85 · Vincere 18

    12.1 weighted points to Eightfold AI

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

    Article 11 Technical Documentation

    Eightfold AI 75 · Vincere 55

    4.0 weighted points to Eightfold AI

  3. 12% weight · 88% of the movement so far

    Post-Market Monitoring

    Eightfold AI 50 · Vincere 40

    1.2 weighted points to Eightfold AI

  4. 15% weight · 93% of the movement so far

    FRIA Support

    Eightfold AI 45 · Vincere 38

    1.1 weighted points to Eightfold AI

  5. 15% weight · 97% of the movement so far

    Data Governance Disclosure

    Eightfold AI 60 · Vincere 55

    0.8 weighted points to Eightfold AI

  6. 12% weight · 100% of the movement so far

    Human Oversight Design

    Eightfold AI 60 · Vincere 55

    0.6 weighted points to Eightfold AI

Weighted delta is the raw difference times the criterion weight, so the 6 figures above sum to +19.7 — the difference between the two totals before either is rounded. Shares are of 19.7 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads +20 beside that +19.7.

§ Category-by-category

Raw score per criterion, with weighted delta.

Δ is Eightfold AI minus Vincere.

CategoryWeightEightfold AIVincereΔ rawΔ weighted
Article 11 Technical Documentation20%7555+20+4.0
Bias Audit Transparency18%8518+67+12.1
FRIA Support15%4538+7+1.1
Data Governance Disclosure15%6055+5+0.8
Human Oversight Design12%6055+5+0.6
Post-Market Monitoring12%5040+10+1.2
Customer Documentation8%6060--
Total100%64 (D)44 (F)+20+19.7

§ 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.

CriterionWeightEightfold AIVincere
CitedAbsencesAudit / hostingCitedAbsencesAudit / hosting
Article 11 Technical Documentation20%30Sources on the vendor's own domain41Sources on the vendor's own domainSources on a separate domain
Bias Audit Transparency18%30Audit reportSources on the vendor's own domainSources on a separate domain31Sources on the vendor's own domain
FRIA Support15%21Sources on the vendor's own domain21Sources on a separate domain
Data Governance Disclosure15%10—60Sources on the vendor's own domainSources on a separate domain
Human Oversight Design12%10—50Sources on the vendor's own domainSources on a separate domain
Post-Market Monitoring12%11—31Sources on the vendor's own domainSources on a separate domain
Customer Documentation8%20Sources on the vendor's own domain41Sources on the vendor's own domain
All criteria100%132Audit reportSources on the vendor's own domainSources on a separate domain275Sources on the vendor's own domainSources on a separate domain

Eightfold AI has 15 evidence rows across 7 of 7 criteria — 13 with a source URL, 2 documented absences; Vincere has 32 evidence rows across 7 of 7 criteria — 27 with a source URL, 5 documented absences; some documentation or audit rows for Eightfold AI and Vincere sit on a domain separate from the vendor's own site.

Provenance

The scores above are documented by 47 evidence rows on file for these two vendors: 15 for Eightfold AI, across 2 distinct source domains, and 32 for Vincere, across 3 distinct source domains.

Rubric
v1.0
Eightfold AI last reviewed
May 21, 2026 · HireAIScore editorial team
Vincere 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.