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Pinpoint vs Ribbon

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§ The result

Pinpoint leads Ribbon on all 7 criteria.

Pinpoint, filed under ATS-integrated, comes out 14 points above Ribbon, filed under Screening: 57 against 43 under rubric v1.0. Of the 7 criteria Ribbon wins none, and the narrowest lead Pinpoint holds is on Bias Audit Transparency, Pinpoint 42 to Ribbon 38. Article 11 Technical Documentation is both the widest raw gap and the heaviest weighted swing — Pinpoint 72, Ribbon 42 — and at a 20% weight it carries 44% of the weighted advantage Pinpoint holds across the 7 criteria on that side of the table.

§ The record

Pinpoint is filed under ATS-integrated AI, Ribbon under Screening AI. They record no secondary category in common.

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

RecordPinpointRibbon
Price tierMidLow
HeadquartersJECA
Founded20172020

§ What decides it

The criteria that move the gap, heaviest swing first.

  1. 20% weight · 44% of the movement so far

    Article 11 Technical Documentation

    Pinpoint 72 · Ribbon 42

    6.0 weighted points to Pinpoint

  2. 15% weight · 64% of the movement so far

    Data Governance Disclosure

    Pinpoint 68 · Ribbon 50

    2.7 weighted points to Pinpoint

  3. 12% weight · 77% of the movement so far

    Post-Market Monitoring

    Pinpoint 52 · Ribbon 37

    1.8 weighted points to Pinpoint

  4. 12% weight · 85% of the movement so far

    Human Oversight Design

    Pinpoint 64 · Ribbon 55

    1.1 weighted points to Pinpoint

  5. 15% weight · 90% of the movement so far

    FRIA Support

    Pinpoint 38 · Ribbon 33

    0.8 weighted points to Pinpoint

  6. 18% weight · 95% of the movement so far

    Bias Audit Transparency

    Pinpoint 42 · Ribbon 38

    0.7 weighted points to Pinpoint

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

    Customer Documentation

    Pinpoint 66 · Ribbon 58

    0.6 weighted points to Pinpoint

Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to +13.7 — the difference between the two totals before either is rounded. Shares are of 13.7 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads +14 beside that +13.7.

§ Category-by-category

Raw score per criterion, with weighted delta.

Δ is Pinpoint minus Ribbon.

CategoryWeightPinpointRibbonΔ rawΔ weighted
Article 11 Technical Documentation20%7242+30+6.0
Bias Audit Transparency18%4238+4+0.7
FRIA Support15%3833+5+0.8
Data Governance Disclosure15%6850+18+2.7
Human Oversight Design12%6455+9+1.1
Post-Market Monitoring12%5237+15+1.8
Customer Documentation8%6658+8+0.6
Total100%57 (F)43 (F)+14+13.7

§ 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.

CriterionWeightPinpointRibbon
CitedAbsencesAudit / hostingCitedAbsencesAudit / hosting
Article 11 Technical Documentation20%30Sources on the vendor's own domain31Sources on the vendor's own domain
Bias Audit Transparency18%21Sources on the vendor's own domain41Sources on the vendor's own domain
FRIA Support15%11—31Sources on the vendor's own domain
Data Governance Disclosure15%30Sources on the vendor's own domain60Sources on the vendor's own domainSources on a separate domain
Human Oversight Design12%30Sources on the vendor's own domain60Sources on the vendor's own domain
Post-Market Monitoring12%30Sources on the vendor's own domain41Sources on the vendor's own domain
Customer Documentation8%30Sources on the vendor's own domain50Sources on the vendor's own domain
All criteria100%182Sources on the vendor's own domain314Sources on the vendor's own domainSources on a separate domain

Pinpoint has 20 evidence rows across 7 of 7 criteria — 18 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 Ribbon sit on a domain separate from the vendor's own site.

Provenance

The scores above are documented by 55 evidence rows on file for these two vendors: 20 for Pinpoint, across 2 distinct source domains, and 35 for Ribbon, across 2 distinct source domains.

Rubric
v1.0
Pinpoint 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.