The result

1 point separates Gloat and RippleMatch.

Gloat holds a 1-point edge over RippleMatch under rubric v1.0, 47 to 46, with both scored in the Sourcing cohort. The 7 criteria split 6 to 1 in favour of Gloat: Gloat is ahead on Data Governance Disclosure and RippleMatch on Bias Audit Transparency. Bias Audit Transparency is at once the widest raw gap and the heaviest weighted swing, and it belongs to RippleMatch — Gloat 38, RippleMatch 53, on an 18% weight — which is 100% of the weighted advantage RippleMatch holds across the 1 criterion on that side of the table.

Criteria won

7 criteria

  • Gloat6
  • RippleMatch1
Widest raw gap
Bias Audit Transparency38 vs 53
Heaviest weighted swing
Bias Audit Transparency18% weight

The record

Categories, scope and company facts.

Gloat and RippleMatch are both filed under Candidate sourcing AI. They record no secondary category in common.

RecordGloatRippleMatch
Price tierEnterpriseMid
HeadquartersUSUS
Founded20152016

What decides it

The criteria that move the gap, heaviest swing first.

  1. Bias Audit Transparency

    18% weight46% of the movement so far

    Gloat38
    RippleMatch53

    2.7 weighted points to RippleMatch

  2. Data Governance Disclosure

    15% weight67% of the movement so far

    Gloat58
    RippleMatch50

    1.2 weighted points to Gloat

  3. Human Oversight Design

    12% weight77% of the movement so far

    Gloat62
    RippleMatch57

    0.6 weighted points to Gloat

  4. Post-Market Monitoring

    12% weight88% of the movement so far

    Gloat42
    RippleMatch37

    0.6 weighted points to Gloat

  5. Article 11 Technical Documentation

    20% weight95% of the movement so far

    Gloat48
    RippleMatch46

    0.4 weighted points to Gloat

  6. Customer Documentation

    8% weight97% of the movement so far

    Gloat62
    RippleMatch60

    0.2 weighted points to Gloat

  7. FRIA Support

    15% weight100% of the movement so far

    Gloat28
    RippleMatch27

    0.1 weighted points to Gloat

Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to +0.4 — the difference between the two totals before either is rounded. Shares are of 5.8 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads +1 beside that +0.4.

Category-by-category

Raw score per criterion, with weighted delta.

Δ is Gloat minus RippleMatch, coloured for whichever of the two it favours.

CategoryWeightGloatRippleMatchΔ rawΔ weighted
Article 11 Technical Documentation20%4846+2+0.4
Bias Audit Transparency18%3853-15-2.7
FRIA Support15%2827+1+0.1
Data Governance Disclosure15%5850+8+1.2
Human Oversight Design12%6257+5+0.6
Post-Market Monitoring12%4237+5+0.6
Customer Documentation8%6260+2+0.2
Total100%47F46F+1+0.4

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.

CriterionWeightGloatRippleMatch
CitedAbsencesAudit / hostingCitedAbsencesAudit / hosting
Article 11 Technical Documentation20%31Sources on the vendor's own domain71Sources on the vendor's own domain
Bias Audit Transparency18%22Sources on the vendor's own domain51Audit reportSources on the vendor's own domainSources on a separate domain
FRIA Support15%21Sources on the vendor's own domain11Sources on the vendor's own domain
Data Governance Disclosure15%41Audit reportSources on the vendor's own domain71Sources on the vendor's own domain
Human Oversight Design12%31Sources on the vendor's own domain71Audit reportSources on the vendor's own domainSources on a separate domain
Post-Market Monitoring12%31Sources on the vendor's own domain31Audit reportSources on the vendor's own domainSources on a separate domain
Customer Documentation8%41Sources on the vendor's own domain51Sources on the vendor's own domain
All criteria100%218Audit reportSources on the vendor's own domain357Audit reportSources on the vendor's own domainSources on a separate domain

Gloat has 29 evidence rows across 7 of 7 criteria — 21 with a source URL, 8 documented absences; RippleMatch has 42 evidence rows across 7 of 7 criteria — 35 with a source URL, 7 documented absences; some documentation or audit rows for RippleMatch sit on a domain separate from the vendor's own site.

Provenance

The scores above are documented by 71 evidence rows on file for these two vendors: 29 for Gloat, across 1 distinct source domain, and 42 for RippleMatch, across 5 distinct source domains.

Rubric
v1.0
Gloat last reviewed
August 2, 2026 · HireAIScore editorial team
RippleMatch 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.

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