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Loxo vs Ribbon

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§ The result

Ribbon leads Loxo by 6 points.

Ribbon scores 43 and Loxo 37 under rubric v1.0, a 6-point gap across the Screening and Sourcing cohorts. Ribbon leads 4 of the 7 criteria, including Bias Audit Transparency, while Loxo leads 1, including Post-Market Monitoring, and 2 are level. One criterion, Bias Audit Transparency, is both the widest raw gap (Loxo 20, Ribbon 38) and the heaviest weighted swing, and at 18% weight it makes up 48% of the weighted advantage Ribbon holds across the 4 criteria it leads.

§ The record

Loxo is filed under Candidate sourcing AI, Ribbon under Screening AI. They record no secondary category in common.

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

RecordLoxoRibbon
Price tierMidLow
HeadquartersUSCA
Founded20122020

§ What decides it

The criteria that move the gap, heaviest swing first.

  1. 18% weight · 46% of the movement so far

    Bias Audit Transparency

    Loxo 20 · Ribbon 38

    3.2 weighted points to Ribbon

  2. 20% weight · 80% of the movement so far

    Article 11 Technical Documentation

    Loxo 30 · Ribbon 42

    2.4 weighted points to Ribbon

  3. 12% weight · 89% of the movement so far

    Human Oversight Design

    Loxo 50 · Ribbon 55

    0.6 weighted points to Ribbon

  4. 15% weight · 95% of the movement so far

    FRIA Support

    Loxo 30 · Ribbon 33

    0.4 weighted points to Ribbon

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

    Post-Market Monitoring

    Loxo 40 · Ribbon 37

    0.4 weighted points to Loxo

Weighted delta is the raw difference times the criterion weight, so the 5 figures above sum to -6.3 — the difference between the two totals before either is rounded. Shares are of 7.1 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads -6 beside that -6.3.

§ Category-by-category

Raw score per criterion, with weighted delta.

Δ is Loxo minus Ribbon.

CategoryWeightLoxoRibbonΔ rawΔ weighted
Article 11 Technical Documentation20%3042-12-2.4
Bias Audit Transparency18%2038-18-3.2
FRIA Support15%3033-3-0.4
Data Governance Disclosure15%5050--
Human Oversight Design12%5055-5-0.6
Post-Market Monitoring12%4037+3+0.4
Customer Documentation8%5858--
Total100%37 (F)43 (F)-6-6.3

§ 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.

CriterionWeightLoxoRibbon
CitedAbsencesAudit / hostingCitedAbsencesAudit / hosting
Article 11 Technical Documentation20%21Sources on the vendor's own domain31Sources on the vendor's own domain
Bias Audit Transparency18%11—41Sources on the vendor's own domain
FRIA Support15%11Sources on the vendor's own domain31Sources on the vendor's own domain
Data Governance Disclosure15%31Audit reportSources on the vendor's own domain60Sources on the vendor's own domainSources on a separate domain
Human Oversight Design12%11—60Sources on the vendor's own domain
Post-Market Monitoring12%21Sources on the vendor's own domain41Sources on the vendor's own domain
Customer Documentation8%21Sources on the vendor's own domain50Sources on the vendor's own domain
All criteria100%127Audit reportSources on the vendor's own domain314Sources on the vendor's own domainSources on a separate domain

Loxo has 19 evidence rows across 7 of 7 criteria — 12 with a source URL, 7 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 Ribbon sit on a domain separate from the vendor's own site.

Provenance

The scores above are documented by 54 evidence rows on file for these two vendors: 19 for Loxo, across 1 distinct source domain, and 35 for Ribbon, across 2 distinct source domains.

Rubric
v1.0
Loxo last reviewed
July 17, 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.