§ The result
Ribbon leads Recruiterflow by 7 points.
Under rubric v1.0, Ribbon, filed under Screening, finishes on 43 and Recruiterflow, filed under ATS-integrated, on 36, 7 points apart. Ribbon leads 6 of the 7 criteria, including Bias Audit Transparency, while Recruiterflow leads 1, including Human Oversight Design. Bias Audit Transparency is both the widest raw gap and the heaviest weighted swing — Recruiterflow 18, Ribbon 38 — and at an 18% weight it carries 49% of the weighted advantage Ribbon holds across the 6 criteria on that side of the table.
Vendor profile
Recruiterflow
Recruiterflow is an ATS and CRM for recruiting agencies and executive search firms. Its AIRA AI layer ranks candidates already in a firm's database against each job with an explainable 0–100 Criteria Score (AIRA Matchmaker, shown as the 'AI Matches' card), and adds natural-language candidate search, external profile sourcing and an AI call notetaker that fills in interview scorecards.
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
Recruiterflow 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 and Colorado AI Act. Only Ribbon is in scope of Illinois HB 3773 and Mobley v. Workday.
| Record | Recruiterflow | Ribbon |
|---|---|---|
| Price tier | Mid | Low |
| Headquarters | US | CA |
| Founded | 2017 | 2020 |
§ What decides it
The criteria that move the gap, heaviest swing first.
18% weight · 46% of the movement so far
Bias Audit Transparency
Recruiterflow 18 · Ribbon 38
3.6 weighted points to Ribbon
20% weight · 70% of the movement so far
Article 11 Technical Documentation
Recruiterflow 33 · Ribbon 42
1.8 weighted points to Ribbon
15% weight · 81% of the movement so far
Data Governance Disclosure
Recruiterflow 44 · Ribbon 50
0.9 weighted points to Ribbon
12% weight · 87% of the movement so far
Post-Market Monitoring
Recruiterflow 33 · Ribbon 37
0.5 weighted points to Ribbon
15% weight · 93% of the movement so far
FRIA Support
Recruiterflow 30 · Ribbon 33
0.4 weighted points to Ribbon
12% weight · 98% of the movement so far
Human Oversight Design
Recruiterflow 58 · Ribbon 55
0.4 weighted points to Recruiterflow
8% weight · 100% of the movement so far
Customer Documentation
Recruiterflow 56 · Ribbon 58
0.2 weighted points to Ribbon
Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to -7.0 — the difference between the two totals before either is rounded. Shares are of 7.8 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads -7 beside that -7.0.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is Recruiterflow minus Ribbon.
| Category | Weight | Recruiterflow | Ribbon | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 33 | 42 | -9 | -1.8 |
| Bias Audit Transparency | 18% | 18 | 38 | -20 | -3.6 |
| FRIA Support | 15% | 30 | 33 | -3 | -0.4 |
| Data Governance Disclosure | 15% | 44 | 50 | -6 | -0.9 |
| Human Oversight Design | 12% | 58 | 55 | +3 | +0.4 |
| Post-Market Monitoring | 12% | 33 | 37 | -4 | -0.5 |
| Customer Documentation | 8% | 56 | 58 | -2 | -0.2 |
| Total | 100% | 36 (F) | 43 (F) | -7 | -7.0 |
§ 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.
| Criterion | Weight | Recruiterflow | Ribbon | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 3 | 1 | Sources on the vendor's own domain | 3 | 1 | Sources on the vendor's own domain |
| Bias Audit Transparency | 18% | 3 | 1 | Sources on the vendor's own domain | 4 | 1 | Sources on the vendor's own domain |
| FRIA Support | 15% | 2 | 1 | Sources on the vendor's own domain | 3 | 1 | Sources on the vendor's own domain |
| Data Governance Disclosure | 15% | 4 | 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% | 7 | 0 | Sources on the vendor's own domain | 6 | 0 | Sources on the vendor's own domain |
| Post-Market Monitoring | 12% | 3 | 1 | Sources on the vendor's own domain | 4 | 1 | Sources on the vendor's own domain |
| Customer Documentation | 8% | 3 | 1 | Sources on the vendor's own domain | 5 | 0 | Sources on the vendor's own domain |
| All criteria | 100% | 25 | 6 | Sources on the vendor's own domain | 31 | 4 | Sources on the vendor's own domainSources on a separate domain |
Recruiterflow has 31 evidence rows across 7 of 7 criteria — 25 with a source URL, 6 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 66 evidence rows on file for these two vendors: 31 for Recruiterflow, across 1 distinct source domain, and 35 for Ribbon, across 2 distinct source domains.
- Rubric
- v1.0
- Recruiterflow 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.
§ Where next