HomeComparePymetrics (Harver Games) vs Ribbon

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Pymetrics (Harver Games) vs Ribbon

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§ The result

Pymetrics (Harver Games) takes the total, Ribbon takes more of the criteria.

Pymetrics (Harver Games) sits 13 points above Ribbon under rubric v1.0 — 56 against 43 — with Pymetrics (Harver Games) filed under Assessment and Ribbon under Screening. Ribbon leads more of the criteria than Pymetrics (Harver Games) — 4 to 3 — but Bias Audit Transparency, which Pymetrics (Harver Games) leads, carries 18% of the rubric, and the weighted sum still falls to Pymetrics (Harver Games). One criterion, Bias Audit Transparency, is both the widest raw gap (Pymetrics (Harver Games) 80, Ribbon 38) and the heaviest weighted swing, and at 18% weight it makes up 52% of the weighted advantage Pymetrics (Harver Games) holds across the 3 criteria it leads.

§ The record

Pymetrics (Harver Games) is filed under Assessment AI, Ribbon under Screening AI. They record no secondary category in common.

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

RecordPymetrics (Harver Games)Ribbon
Price tierEnterpriseLow
HeadquartersUSCA
Founded20132020

§ What decides it

The criteria that move the gap, heaviest swing first.

  1. 18% weight · 45% of the movement so far

    Bias Audit Transparency

    Pymetrics (Harver Games) 80 · Ribbon 38

    7.6 weighted points to Pymetrics (Harver Games)

  2. 20% weight · 78% of the movement so far

    Article 11 Technical Documentation

    Pymetrics (Harver Games) 70 · Ribbon 42

    5.6 weighted points to Pymetrics (Harver Games)

  3. 15% weight · 87% of the movement so far

    Data Governance Disclosure

    Pymetrics (Harver Games) 60 · Ribbon 50

    1.5 weighted points to Pymetrics (Harver Games)

  4. 15% weight · 94% of the movement so far

    FRIA Support

    Pymetrics (Harver Games) 25 · Ribbon 33

    1.2 weighted points to Ribbon

  5. 12% weight · 97% of the movement so far

    Human Oversight Design

    Pymetrics (Harver Games) 50 · Ribbon 55

    0.6 weighted points to Ribbon

  6. 12% weight · 99% of the movement so far

    Post-Market Monitoring

    Pymetrics (Harver Games) 35 · Ribbon 37

    0.2 weighted points to Ribbon

  7. 8% weight · 100% of the movement so far

    Customer Documentation

    Pymetrics (Harver Games) 55 · Ribbon 58

    0.2 weighted points to Ribbon

Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to +12.4 — the difference between the two totals before either is rounded. Shares are of 16.9 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads +13 beside that +12.4.

§ Category-by-category

Raw score per criterion, with weighted delta.

Δ is Pymetrics (Harver Games) minus Ribbon.

CategoryWeightPymetrics (Harver Games)RibbonΔ rawΔ weighted
Article 11 Technical Documentation20%7042+28+5.6
Bias Audit Transparency18%8038+42+7.6
FRIA Support15%2533-8-1.2
Data Governance Disclosure15%6050+10+1.5
Human Oversight Design12%5055-5-0.6
Post-Market Monitoring12%3537-2-0.2
Customer Documentation8%5558-3-0.2
Total100%56 (F)43 (F)+13+12.4

§ 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.

CriterionWeightPymetrics (Harver Games)Ribbon
CitedAbsencesAudit / hostingCitedAbsencesAudit / hosting
Article 11 Technical Documentation20%20Sources on a separate domain31Sources on the vendor's own domain
Bias Audit Transparency18%20Audit reportSources on the vendor's own domainSources on a separate domain41Sources on the vendor's own domain
FRIA Support15%01—31Sources on the vendor's own domain
Data Governance Disclosure15%10Sources on a separate domain60Sources on the vendor's own domainSources on a separate domain
Human Oversight Design12%10Sources on the vendor's own domain60Sources on the vendor's own domain
Post-Market Monitoring12%11—41Sources on the vendor's own domain
Customer Documentation8%20Sources on the vendor's own domainSources on a separate domain50Sources on the vendor's own domain
All criteria100%92Audit reportSources on the vendor's own domainSources on a separate domain314Sources on the vendor's own domainSources on a separate domain

Pymetrics (Harver Games) has 11 evidence rows across 7 of 7 criteria — 9 with a source URL, 2 documented absences; Ribbon has 35 evidence rows across 7 of 7 criteria — 31 with a source URL, 4 documented absences; some documentation or audit rows for Pymetrics (Harver Games) and Ribbon sit on a domain separate from the vendor's own site.

Provenance

The scores above are documented by 46 evidence rows on file for these two vendors: 11 for Pymetrics (Harver Games), across 3 distinct source domains, and 35 for Ribbon, across 2 distinct source domains.

Rubric
v1.0
Pymetrics (Harver Games) last reviewed
May 21, 2026 · HireAIScore editorial team
Ribbon 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.