HomeCompareCognisess vs Ribbon

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Cognisess vs Ribbon

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§ The result

Ribbon leads Cognisess on all 7 criteria.

Ribbon sits 13 points above Cognisess under rubric v1.0 — 43 against 30 — with Ribbon filed under Screening and Cognisess under Assessment. Ribbon is ahead of Cognisess on all 7 criteria but on none of them by as much as 20 raw points, the closest being Post-Market Monitoring at Cognisess 32 to Ribbon 37. Bias Audit Transparency is the widest raw gap (Cognisess 20, Ribbon 38) but not the heaviest weighted swing, which is Article 11 Technical Documentation at 20% (Cognisess 25, Ribbon 42), 25% of the weighted advantage Ribbon builds across the 7 criteria it leads.

§ The record

Cognisess is filed under Assessment AI, Ribbon under Screening AI. They also share 1 secondary category: Video interview.

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

RecordCognisessRibbon
Price tierMidLow
HeadquartersGBCA
Founded20112020

§ What decides it

The criteria that move the gap, heaviest swing first.

  1. 20% weight · 25% of the movement so far

    Article 11 Technical Documentation

    Cognisess 25 · Ribbon 42

    3.4 weighted points to Ribbon

  2. 18% weight · 50% of the movement so far

    Bias Audit Transparency

    Cognisess 20 · Ribbon 38

    3.2 weighted points to Ribbon

  3. 15% weight · 64% of the movement so far

    FRIA Support

    Cognisess 20 · Ribbon 33

    1.9 weighted points to Ribbon

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

    Human Oversight Design

    Cognisess 42 · Ribbon 55

    1.6 weighted points to Ribbon

  5. 8% weight · 87% of the movement so far

    Customer Documentation

    Cognisess 40 · Ribbon 58

    1.4 weighted points to Ribbon

  6. 15% weight · 96% of the movement so far

    Data Governance Disclosure

    Cognisess 42 · Ribbon 50

    1.2 weighted points to Ribbon

  7. 12% weight · 100% of the movement so far

    Post-Market Monitoring

    Cognisess 32 · Ribbon 37

    0.6 weighted points to Ribbon

Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to -13.4 — the difference between the two totals before either is rounded. Shares are of 13.4 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 -13.4.

§ Category-by-category

Raw score per criterion, with weighted delta.

Δ is Cognisess minus Ribbon.

CategoryWeightCognisessRibbonΔ rawΔ weighted
Article 11 Technical Documentation20%2542-17-3.4
Bias Audit Transparency18%2038-18-3.2
FRIA Support15%2033-13-1.9
Data Governance Disclosure15%4250-8-1.2
Human Oversight Design12%4255-13-1.6
Post-Market Monitoring12%3237-5-0.6
Customer Documentation8%4058-18-1.4
Total100%30 (F)43 (F)-13-13.4

§ 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.

CriterionWeightCognisessRibbon
CitedAbsencesAudit / hostingCitedAbsencesAudit / hosting
Article 11 Technical Documentation20%21Sources on the vendor's own domain31Sources on the vendor's own domain
Bias Audit Transparency18%21—41Sources on the vendor's own domain
FRIA Support15%21Sources on the vendor's own domain31Sources on the vendor's own domain
Data Governance Disclosure15%50Sources on the vendor's own domainSources on a separate domain60Sources on the vendor's own domainSources on a separate domain
Human Oversight Design12%50Sources on a separate domain60Sources on the vendor's own domain
Post-Market Monitoring12%21Sources on the vendor's own domain41Sources on the vendor's own domain
Customer Documentation8%31Sources on the vendor's own domainSources on a separate domain50Sources on the vendor's own domain
All criteria100%215Sources on the vendor's own domainSources on a separate domain314Sources on the vendor's own domainSources on a separate domain

Cognisess has 26 evidence rows across 7 of 7 criteria — 21 with a source URL, 5 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 Cognisess and Ribbon sit on a domain separate from the vendor's own site.

Provenance

The scores above are documented by 61 evidence rows on file for these two vendors: 26 for Cognisess, across 5 distinct source domains, and 35 for Ribbon, across 2 distinct source domains.

Rubric
v1.0
Cognisess last reviewed
September 25, 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.