HomeCompareHeroHunt.ai vs Ribbon

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HeroHunt.ai vs Ribbon

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§ The result

Ribbon leads HeroHunt.ai on 6 of the 7 criteria.

Ribbon sits 13 points above HeroHunt.ai under rubric v1.0 — 43 against 30 — with Ribbon filed under Screening and HeroHunt.ai under Sourcing. Ribbon leads 6 of the 7 criteria and the remaining criterion is level, so HeroHunt.ai is ahead on none of them; the closest of the 6 Ribbon leads is Data Governance Disclosure, HeroHunt.ai 45 to Ribbon 50. The advantage Ribbon holds is spread out: Bias Audit Transparency is both the widest raw gap and the heaviest weighted swing (HeroHunt.ai 10, Ribbon 38, 18% weight), yet it supplies only 39% of the weighted points Ribbon gains across the 6 criteria it leads.

§ The record

HeroHunt.ai 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, NYC LL 144 and Illinois HB 3773. Only Ribbon is in scope of Mobley v. Workday.

RecordHeroHunt.aiRibbon
Price tierLowLow
HeadquartersNLCA
Founded20212020

§ What decides it

The criteria that move the gap, heaviest swing first.

  1. 18% weight · 39% of the movement so far

    Bias Audit Transparency

    HeroHunt.ai 10 · Ribbon 38

    5.0 weighted points to Ribbon

  2. 20% weight · 73% of the movement so far

    Article 11 Technical Documentation

    HeroHunt.ai 20 · Ribbon 42

    4.4 weighted points to Ribbon

  3. 12% weight · 81% of the movement so far

    Post-Market Monitoring

    HeroHunt.ai 28 · Ribbon 37

    1.1 weighted points to Ribbon

  4. 15% weight · 88% of the movement so far

    FRIA Support

    HeroHunt.ai 27 · Ribbon 33

    0.9 weighted points to Ribbon

  5. 8% weight · 94% of the movement so far

    Customer Documentation

    HeroHunt.ai 48 · Ribbon 58

    0.8 weighted points to Ribbon

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

    Data Governance Disclosure

    HeroHunt.ai 45 · Ribbon 50

    0.8 weighted points to Ribbon

Weighted delta is the raw difference times the criterion weight, so the 6 figures above sum to -13.0 — the difference between the two totals before either is rounded. Shares are of 13.0 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 -13.0.

§ Category-by-category

Raw score per criterion, with weighted delta.

Δ is HeroHunt.ai minus Ribbon.

CategoryWeightHeroHunt.aiRibbonΔ rawΔ weighted
Article 11 Technical Documentation20%2042-22-4.4
Bias Audit Transparency18%1038-28-5.0
FRIA Support15%2733-6-0.9
Data Governance Disclosure15%4550-5-0.8
Human Oversight Design12%5555--
Post-Market Monitoring12%2837-9-1.1
Customer Documentation8%4858-10-0.8
Total100%30 (F)43 (F)-13-13.0

§ 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.

CriterionWeightHeroHunt.aiRibbon
CitedAbsencesAudit / hostingCitedAbsencesAudit / hosting
Article 11 Technical Documentation20%31Sources 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%51Sources on the vendor's own domain60Sources on the vendor's own domainSources on a separate domain
Human Oversight Design12%51Sources on the vendor's own domainSources on a separate domain60Sources on the vendor's own domain
Post-Market Monitoring12%22Sources on the vendor's own domain41Sources on the vendor's own domain
Customer Documentation8%60Sources on the vendor's own domain50Sources on the vendor's own domain
All criteria100%257Sources on the vendor's own domainSources on a separate domain314Sources on the vendor's own domainSources on a separate domain

HeroHunt.ai has 32 evidence rows across 7 of 7 criteria — 25 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 HeroHunt.ai and Ribbon sit on a domain separate from the vendor's own site.

Provenance

The scores above are documented by 67 evidence rows on file for these two vendors: 32 for HeroHunt.ai, across 2 distinct source domains, and 35 for Ribbon, across 2 distinct source domains.

Rubric
v1.0
HeroHunt.ai 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.