§ The result
Ribbon leads Entelo on all 7 criteria.
Ribbon, filed under Screening, comes out 10 points above Entelo, filed under Sourcing: 43 against 33 under rubric v1.0. Ribbon takes all 7 criteria from Entelo without a 20-point raw gap on any of them; the closest is Post-Market Monitoring, Entelo 35 to Ribbon 37. The advantage Ribbon holds is spread out: Bias Audit Transparency is both the widest raw gap and the heaviest weighted swing (Entelo 20, Ribbon 38, 18% weight), yet it supplies only 30% of the weighted points Ribbon gains across the 7 criteria it leads.
Vendor profile
Entelo
Entelo is an AI-powered talent sourcing and diversity-recruiting platform that aggregates hundreds of millions of public candidate profiles and applies predictive machine-learning models to score, rank, and surface (including underrepresented) candidates for recruiters.
Vendor profile
Ribbon
Ribbon is an AI recruiter that runs voice and video screening interviews with applicants around the clock, scores each interview against default and custom rubrics, ranks candidates for recruiter review, and syncs the results to 60+ applicant tracking systems.
§ The record
Entelo 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.
| Record | Entelo | Ribbon |
|---|---|---|
| Price tier | Mid | Low |
| Headquarters | US | CA |
| Founded | 2011 | 2020 |
§ What decides it
The criteria that move the gap, heaviest swing first.
18% weight · 30% of the movement so far
Bias Audit Transparency
Entelo 20 · Ribbon 38
3.2 weighted points to Ribbon
20% weight · 52% of the movement so far
Article 11 Technical Documentation
Entelo 30 · Ribbon 42
2.4 weighted points to Ribbon
12% weight · 66% of the movement so far
Human Oversight Design
Entelo 42 · Ribbon 55
1.6 weighted points to Ribbon
8% weight · 80% of the movement so far
Customer Documentation
Entelo 40 · Ribbon 58
1.4 weighted points to Ribbon
15% weight · 91% of the movement so far
FRIA Support
Entelo 25 · Ribbon 33
1.2 weighted points to Ribbon
15% weight · 98% of the movement so far
Data Governance Disclosure
Entelo 45 · Ribbon 50
0.8 weighted points to Ribbon
12% weight · 100% of the movement so far
Post-Market Monitoring
Entelo 35 · Ribbon 37
0.2 weighted points to Ribbon
Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to -10.8 — the difference between the two totals before either is rounded. Shares are of 10.8 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads -10 beside that -10.8.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is Entelo minus Ribbon.
| Category | Weight | Entelo | Ribbon | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 30 | 42 | -12 | -2.4 |
| Bias Audit Transparency | 18% | 20 | 38 | -18 | -3.2 |
| FRIA Support | 15% | 25 | 33 | -8 | -1.2 |
| Data Governance Disclosure | 15% | 45 | 50 | -5 | -0.8 |
| Human Oversight Design | 12% | 42 | 55 | -13 | -1.6 |
| Post-Market Monitoring | 12% | 35 | 37 | -2 | -0.2 |
| Customer Documentation | 8% | 40 | 58 | -18 | -1.4 |
| Total | 100% | 33 (F) | 43 (F) | -10 | -10.8 |
§ 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.
| Criterion | Weight | Entelo | Ribbon | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 1 | 1 | — | 3 | 1 | Sources on the vendor's own domain |
| Bias Audit Transparency | 18% | 2 | 2 | — | 4 | 1 | Sources on the vendor's own domain |
| FRIA Support | 15% | 0 | 1 | — | 3 | 1 | Sources on the vendor's own domain |
| Data Governance Disclosure | 15% | 1 | 1 | Sources on the vendor's own domain | 6 | 0 | Sources on the vendor's own domainSources on a separate domain |
| Human Oversight Design | 12% | 1 | 1 | — | 6 | 0 | Sources on the vendor's own domain |
| Post-Market Monitoring | 12% | 2 | 1 | Sources on the vendor's own domain | 4 | 1 | Sources on the vendor's own domain |
| Customer Documentation | 8% | 2 | 1 | Sources on the vendor's own domain | 5 | 0 | Sources on the vendor's own domain |
| All criteria | 100% | 9 | 8 | Sources on the vendor's own domain | 31 | 4 | Sources on the vendor's own domainSources on a separate domain |
Entelo has 16 evidence rows across 7 of 7 criteria — 9 with a source URL, 8 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 51 evidence rows on file for these two vendors: 16 for Entelo, across 3 distinct source domains, and 35 for Ribbon, across 2 distinct source domains.
- Rubric
- v1.0
- Entelo last reviewed
- June 7, 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.
§ Where next