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Ribbon vs Turing

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§ The result

Ribbon leads Turing on 6 of the 7 criteria.

Under rubric v1.0, Ribbon, filed under Screening, finishes on 43 and Turing, filed under Assessment, on 36, 7 points apart. Turing is ahead on none of the 7 criteria: Ribbon takes 6, the remaining criterion is level, and the nearest of those 6 is Data Governance Disclosure, Ribbon 50 to Turing 44. Bias Audit Transparency is the widest raw gap and the heaviest weighted swing at once (Ribbon 38, Turing 28, 18% weight), but it accounts for only 25% of the weighted advantage Ribbon holds across the 6 criteria on that side of the table.

§ The record

Ribbon is filed under Screening AI, Turing under Assessment AI. They record no secondary category in common.

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

RecordRibbonTuring
Price tierLowEnterprise
HeadquartersCAUS
Founded20202018

§ What decides it

The criteria that move the gap, heaviest swing first.

  1. 18% weight · 25% of the movement so far

    Bias Audit Transparency

    Ribbon 38 · Turing 28

    1.8 weighted points to Ribbon

  2. 15% weight · 42% of the movement so far

    FRIA Support

    Ribbon 33 · Turing 25

    1.2 weighted points to Ribbon

  3. 12% weight · 59% of the movement so far

    Human Oversight Design

    Ribbon 55 · Turing 45

    1.2 weighted points to Ribbon

  4. 12% weight · 76% of the movement so far

    Post-Market Monitoring

    Ribbon 37 · Turing 27

    1.2 weighted points to Ribbon

  5. 15% weight · 89% of the movement so far

    Data Governance Disclosure

    Ribbon 50 · Turing 44

    0.9 weighted points to Ribbon

  6. 8% weight · 100% of the movement so far

    Customer Documentation

    Ribbon 58 · Turing 48

    0.8 weighted points to Ribbon

Weighted delta is the raw difference times the criterion weight, so the 6 figures above sum to +7.1 — 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 +7 beside that +7.1.

§ Category-by-category

Raw score per criterion, with weighted delta.

Δ is Ribbon minus Turing.

CategoryWeightRibbonTuringΔ rawΔ weighted
Article 11 Technical Documentation20%4242--
Bias Audit Transparency18%3828+10+1.8
FRIA Support15%3325+8+1.2
Data Governance Disclosure15%5044+6+0.9
Human Oversight Design12%5545+10+1.2
Post-Market Monitoring12%3727+10+1.2
Customer Documentation8%5848+10+0.8
Total100%43 (F)36 (F)+7+7.1

§ 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.

CriterionWeightRibbonTuring
CitedAbsencesAudit / hostingCitedAbsencesAudit / hosting
Article 11 Technical Documentation20%31Sources on the vendor's own domain21Sources on the vendor's own domain
Bias Audit Transparency18%41Sources on the vendor's own domain11—
FRIA Support15%31Sources on the vendor's own domain01—
Data Governance Disclosure15%60Sources on the vendor's own domainSources on a separate domain21Sources on the vendor's own domain
Human Oversight Design12%60Sources on the vendor's own domain11Sources on the vendor's own domain
Post-Market Monitoring12%41Sources on the vendor's own domain01—
Customer Documentation8%50Sources on the vendor's own domain21Sources on the vendor's own domain
All criteria100%314Sources on the vendor's own domainSources on a separate domain87Sources on the vendor's own domain

Ribbon has 35 evidence rows across 7 of 7 criteria — 31 with a source URL, 4 documented absences; Turing has 14 evidence rows across 7 of 7 criteria — 8 with a source URL, 7 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 49 evidence rows on file for these two vendors: 35 for Ribbon, across 2 distinct source domains, and 14 for Turing, across 1 distinct source domain.

Rubric
v1.0
Ribbon last reviewed
September 25, 2026 · HireAIScore editorial team
Turing 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.