§ The result
Retorio leads Recruiterflow by 8 points.
Retorio scores 44 and Recruiterflow 36 under rubric v1.0, an 8-point gap across the Assessment and ATS-integrated cohorts. Recruiterflow takes 2 of the 7 criteria, Human Oversight Design among them, against 3 for Retorio, whose share includes Bias Audit Transparency, and 2 are level. One criterion, Bias Audit Transparency, is both the widest raw gap (Recruiterflow 18, Retorio 40) and the heaviest weighted swing, and at 18% weight it makes up 46% of the weighted advantage Retorio holds across the 3 criteria it leads.
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
Retorio
Video-based AI that analyses words, voice, and facial expression/body language to infer Big Five (OCEAN) personality and behavioural traits.
§ The record
Recruiterflow is filed under ATS-integrated AI, Retorio under Assessment AI. They record no secondary category in common.
Both are in scope of EU AI Act, NYC LL 144 and Colorado AI Act. Only Retorio is in scope of Illinois HB 3773 and Mobley v. Workday.
| Record | Recruiterflow | Retorio |
|---|---|---|
| Price tier | Mid | Mid |
| Headquarters | US | DE |
| Founded | 2017 | 2018 |
§ What decides it
The criteria that move the gap, heaviest swing first.
18% weight · 41% of the movement so far
Bias Audit Transparency
Recruiterflow 18 · Retorio 40
4.0 weighted points to Retorio
20% weight · 75% of the movement so far
Article 11 Technical Documentation
Recruiterflow 33 · Retorio 50
3.4 weighted points to Retorio
15% weight · 88% of the movement so far
Data Governance Disclosure
Recruiterflow 44 · Retorio 52
1.2 weighted points to Retorio
12% weight · 95% of the movement so far
Human Oversight Design
Recruiterflow 58 · Retorio 52
0.7 weighted points to Recruiterflow
8% weight · 100% of the movement so far
Customer Documentation
Recruiterflow 56 · Retorio 50
0.5 weighted points to Recruiterflow
Weighted delta is the raw difference times the criterion weight, so the 5 figures above sum to -7.4 — the difference between the two totals before either is rounded. Shares are of 9.8 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads -8 beside that -7.4.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is Recruiterflow minus Retorio.
| Category | Weight | Recruiterflow | Retorio | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 33 | 50 | -17 | -3.4 |
| Bias Audit Transparency | 18% | 18 | 40 | -22 | -4.0 |
| FRIA Support | 15% | 30 | 30 | - | - |
| Data Governance Disclosure | 15% | 44 | 52 | -8 | -1.2 |
| Human Oversight Design | 12% | 58 | 52 | +6 | +0.7 |
| Post-Market Monitoring | 12% | 33 | 33 | - | - |
| Customer Documentation | 8% | 56 | 50 | +6 | +0.5 |
| Total | 100% | 36 (F) | 44 (F) | -8 | -7.4 |
§ 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.
| Criterion | Weight | Recruiterflow | Retorio | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 3 | 1 | Sources on the vendor's own domain | 2 | 1 | Sources on the vendor's own domain |
| Bias Audit Transparency | 18% | 3 | 1 | Sources on the vendor's own domain | 3 | 1 | Audit reportSources on a separate domain |
| FRIA Support | 15% | 2 | 1 | Sources on the vendor's own domain | 1 | 1 | Sources on the vendor's own domain |
| Data Governance Disclosure | 15% | 4 | 1 | Sources on the vendor's own domain | 3 | 1 | Sources on the vendor's own domain |
| Human Oversight Design | 12% | 7 | 0 | Sources on the vendor's own domain | 3 | 0 | Sources on the vendor's own domain |
| Post-Market Monitoring | 12% | 3 | 1 | Sources on the vendor's own domain | 1 | 1 | Sources on the vendor's own domain |
| Customer Documentation | 8% | 3 | 1 | Sources on the vendor's own domain | 3 | 1 | Sources on the vendor's own domain |
| All criteria | 100% | 25 | 6 | Sources on the vendor's own domain | 16 | 6 | Audit reportSources 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; Retorio has 22 evidence rows across 7 of 7 criteria — 16 with a source URL, 6 documented absences; some documentation or audit rows for Retorio sit on a domain separate from the vendor's own site.
Provenance
The scores above are documented by 53 evidence rows on file for these two vendors: 31 for Recruiterflow, across 1 distinct source domain, and 22 for Retorio, across 4 distinct source domains.
- Rubric
- v1.0
- Recruiterflow last reviewed
- September 25, 2026 · HireAIScore editorial team
- Retorio last reviewed
- June 7, 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