HomeCompareRibbon vs Talogy

Side-by-side · Rubric v1.0

Ribbon vs Talogy

Export comparison (CSV)Pro→

§ The result

1 point separates Ribbon and Talogy.

Ribbon (Screening) edges Talogy (Assessment) by 1 point under rubric v1.0, 43 to 42. Talogy takes 2 of the 7 criteria, Article 11 Technical Documentation among them, against 4 for Ribbon, whose share includes Bias Audit Transparency, and 1 is level. The widest raw gap and the heaviest weighted swing are the same criterion, Article 11 Technical Documentation, and Talogy holds it (Ribbon 42, Talogy 53, 20% weight), worth 88% of the weighted advantage Talogy builds across the 2 criteria it leads.

§ The record

Ribbon is filed under Screening AI, Talogy 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.

RecordRibbonTalogy
Price tierLowEnterprise
HeadquartersCAUS
Founded20201946

§ What decides it

The criteria that move the gap, heaviest swing first.

  1. 20% weight · 36% of the movement so far

    Article 11 Technical Documentation

    Ribbon 42 · Talogy 53

    2.2 weighted points to Talogy

  2. 18% weight · 60% of the movement so far

    Bias Audit Transparency

    Ribbon 38 · Talogy 30

    1.4 weighted points to Ribbon

  3. 15% weight · 79% of the movement so far

    FRIA Support

    Ribbon 33 · Talogy 25

    1.2 weighted points to Ribbon

  4. 12% weight · 89% of the movement so far

    Post-Market Monitoring

    Ribbon 37 · Talogy 32

    0.6 weighted points to Ribbon

  5. 12% weight · 95% of the movement so far

    Human Oversight Design

    Ribbon 55 · Talogy 52

    0.4 weighted points to Ribbon

  6. 15% weight · 100% of the movement so far

    Data Governance Disclosure

    Ribbon 50 · Talogy 52

    0.3 weighted points to Talogy

Weighted delta is the raw difference times the criterion weight, so the 6 figures above sum to +1.1 — the difference between the two totals before either is rounded. Shares are of 6.1 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 +1.1.

§ Category-by-category

Raw score per criterion, with weighted delta.

Δ is Ribbon minus Talogy.

CategoryWeightRibbonTalogyΔ rawΔ weighted
Article 11 Technical Documentation20%4253-11-2.2
Bias Audit Transparency18%3830+8+1.4
FRIA Support15%3325+8+1.2
Data Governance Disclosure15%5052-2-0.3
Human Oversight Design12%5552+3+0.4
Post-Market Monitoring12%3732+5+0.6
Customer Documentation8%5858--
Total100%43 (F)42 (F)+1+1.1

§ 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.

CriterionWeightRibbonTalogy
CitedAbsencesAudit / hostingCitedAbsencesAudit / hosting
Article 11 Technical Documentation20%31Sources on the vendor's own domain41Sources on the vendor's own domain
Bias Audit Transparency18%41Sources on the vendor's own domain32Sources on the vendor's own domain
FRIA Support15%31Sources on the vendor's own domain12—
Data Governance Disclosure15%60Sources on the vendor's own domainSources on a separate domain41Sources on the vendor's own domain
Human Oversight Design12%60Sources on the vendor's own domain31Sources on the vendor's own domain
Post-Market Monitoring12%41Sources on the vendor's own domain31Sources on the vendor's own domain
Customer Documentation8%50Sources on the vendor's own domain41Sources on the vendor's own domain
All criteria100%314Sources on the vendor's own domainSources on a separate domain229Sources on the vendor's own domain

Ribbon has 35 evidence rows across 7 of 7 criteria — 31 with a source URL, 4 documented absences; Talogy has 28 evidence rows across 7 of 7 criteria — 22 with a source URL, 9 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 63 evidence rows on file for these two vendors: 35 for Ribbon, across 2 distinct source domains, and 28 for Talogy, across 1 distinct source domain.

Rubric
v1.0
Ribbon last reviewed
September 25, 2026 · HireAIScore editorial team
Talogy last reviewed
August 2, 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.