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RippleMatch vs X0PA AI

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§ The result

2 points separate X0PA AI and RippleMatch.

X0PA AI holds a 2-point edge over RippleMatch under rubric v1.0, 48 to 46, across the Assessment and Sourcing cohorts. X0PA AI leads 4 of the 7 criteria, including FRIA Support, while RippleMatch leads 1, including Bias Audit Transparency, and 2 are level. FRIA Support is both the widest raw gap and the heaviest weighted swing — RippleMatch 27, X0PA AI 38 — and at a 15% weight it carries 44% of the weighted advantage X0PA AI holds across the 4 criteria on that side of the table.

§ The record

RippleMatch is filed under Candidate sourcing AI, X0PA AI under Assessment AI. They also share 1 secondary category: Screening.

Both are in scope of EU AI Act, NYC LL 144, Colorado AI Act and Illinois HB 3773. Only X0PA AI is in scope of Mobley v. Workday.

RecordRippleMatchX0PA AI
Price tierMidHigh
HeadquartersUSSG
Founded20162017

§ What decides it

The criteria that move the gap, heaviest swing first.

  1. 15% weight · 31% of the movement so far

    FRIA Support

    RippleMatch 27 · X0PA AI 38

    1.6 weighted points to X0PA AI

  2. 18% weight · 61% of the movement so far

    Bias Audit Transparency

    RippleMatch 53 · X0PA AI 44

    1.6 weighted points to RippleMatch

  3. 15% weight · 78% of the movement so far

    Data Governance Disclosure

    RippleMatch 50 · X0PA AI 56

    0.9 weighted points to X0PA AI

  4. 20% weight · 93% of the movement so far

    Article 11 Technical Documentation

    RippleMatch 46 · X0PA AI 50

    0.8 weighted points to X0PA AI

  5. 12% weight · 100% of the movement so far

    Post-Market Monitoring

    RippleMatch 37 · X0PA AI 40

    0.4 weighted points to X0PA AI

Weighted delta is the raw difference times the criterion weight, so the 5 figures above sum to -2.1 — the difference between the two totals before either is rounded. Shares are of 5.3 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads -2 beside that -2.1.

§ Category-by-category

Raw score per criterion, with weighted delta.

Δ is RippleMatch minus X0PA AI.

CategoryWeightRippleMatchX0PA AIΔ rawΔ weighted
Article 11 Technical Documentation20%4650-4-0.8
Bias Audit Transparency18%5344+9+1.6
FRIA Support15%2738-11-1.6
Data Governance Disclosure15%5056-6-0.9
Human Oversight Design12%5757--
Post-Market Monitoring12%3740-3-0.4
Customer Documentation8%6060--
Total100%46 (F)48 (F)-2-2.1

§ 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.

CriterionWeightRippleMatchX0PA AI
CitedAbsencesAudit / hostingCitedAbsencesAudit / hosting
Article 11 Technical Documentation20%71Sources on the vendor's own domain21Sources on the vendor's own domain
Bias Audit Transparency18%51Audit reportSources on the vendor's own domainSources on a separate domain21Sources on a separate domain
FRIA Support15%11Sources on the vendor's own domain21Sources on the vendor's own domain
Data Governance Disclosure15%71Sources on the vendor's own domain01—
Human Oversight Design12%71Audit reportSources on the vendor's own domainSources on a separate domain20Sources on the vendor's own domain
Post-Market Monitoring12%31Audit reportSources on the vendor's own domainSources on a separate domain21Sources on the vendor's own domain
Customer Documentation8%51Sources on the vendor's own domain21Sources on the vendor's own domain
All criteria100%357Audit reportSources on the vendor's own domainSources on a separate domain126Sources on the vendor's own domainSources on a separate domain

RippleMatch has 42 evidence rows across 7 of 7 criteria — 35 with a source URL, 7 documented absences; X0PA AI has 18 evidence rows across 7 of 7 criteria — 12 with a source URL, 6 documented absences; some documentation or audit rows for RippleMatch and X0PA AI sit on a domain separate from the vendor's own site.

Provenance

The scores above are documented by 60 evidence rows on file for these two vendors: 42 for RippleMatch, across 5 distinct source domains, and 18 for X0PA AI, across 3 distinct source domains.

Rubric
v1.0
RippleMatch last reviewed
September 25, 2026 · HireAIScore editorial team
X0PA AI 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.