Side-by-side · Rubric v1.0
Handshake vs Retorio
Handshake
Handshake is an early-career recruiting network whose employer tools use AI to rank applicants against employer-set criteria, find and message matching students and graduates, and target job promotions.
Substantial gaps
Screening
Retorio
Video-based AI that analyses words, voice, and facial expression/body language to infer Big Five (OCEAN) personality and behavioural traits.
Substantial gaps
Assessment
The result
Handshake leads Retorio by 6 points.
Handshake scores 50 and Retorio 44 under rubric v1.0, a 6-point gap across the Screening and Assessment cohorts. The 7 criteria split 5 to 1 in favour of Handshake, with 1 level: Handshake is ahead on Bias Audit Transparency and Retorio on Article 11 Technical Documentation. Post-Market Monitoring is the widest raw gap (Handshake 48, Retorio 33) but not the heaviest weighted swing, which is Bias Audit Transparency at 18% (Handshake 52, Retorio 40), 35% of the weighted advantage Handshake builds across the 5 criteria it leads.
Criteria won
7 criteria
- Handshake5
- Retorio1
- Level1
- Widest raw gap
- Post-Market Monitoring48 vs 33
- Heaviest weighted swing
- Bias Audit Transparency18% weight
Keep this comparison
Both scores and all 7 criteria, side by side, in your inbox.
The record
Categories, scope and company facts.
Handshake is filed under Screening AI, Retorio under Assessment AI. They record no secondary category in common.
Both are in scope of
Only Retorio is in scope of
| Record | Handshake | Retorio |
|---|---|---|
| Price tier | Mid | Mid |
| Headquarters | US | DE |
| Founded | 2014 | 2018 |
What decides it
The criteria that move the gap, heaviest swing first.
- 1
Bias Audit Transparency
18% weight33% of the movement so far
Handshake52Retorio402.2 weighted points to Handshake
- 2
Post-Market Monitoring
12% weight60% of the movement so far
Handshake48Retorio331.8 weighted points to Handshake
- 3
Customer Documentation
8% weight72% of the movement so far
Handshake60Retorio500.8 weighted points to Handshake
- 4
Data Governance Disclosure
15% weight83% of the movement so far
Handshake57Retorio520.8 weighted points to Handshake
- 5
Human Oversight Design
12% weight94% of the movement so far
Handshake58Retorio520.7 weighted points to Handshake
- 6
Article 11 Technical Documentation
20% weight100% of the movement so far
Handshake48Retorio500.4 weighted points to Retorio
Weighted delta is the raw difference times the criterion weight, so the 6 figures above sum to +5.8 — the difference between the two totals before either is rounded. Shares are of 6.6 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads +6 beside that +5.8.
Category-by-category
Raw score per criterion, with weighted delta.
Δ is Handshake minus Retorio, coloured for whichever of the two it favours.
| Category | Weight | Handshake | Retorio | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 48 | 50 | -2 | -0.4 |
| Bias Audit Transparency | 18% | 52 | 40 | +12 | +2.2 |
| FRIA Support | 15% | 30 | 30 | - | - |
| Data Governance Disclosure | 15% | 57 | 52 | +5 | +0.8 |
| Human Oversight Design | 12% | 58 | 52 | +6 | +0.7 |
| Post-Market Monitoring | 12% | 48 | 33 | +15 | +1.8 |
| Customer Documentation | 8% | 60 | 50 | +10 | +0.8 |
| Total | 100% | 50F | 44F | +6 | +5.8 |
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 | Handshake | Retorio | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 4 | 1 | Audit reportSources on the vendor's own domainSources on a separate domain | 2 | 1 | Sources on the vendor's own domain |
| Bias Audit Transparency | 18% | 5 | 1 | Audit reportSources on the vendor's own domainSources on a separate domain | 3 | 1 | Audit reportSources on a separate domain |
| FRIA Support | 15% | 3 | 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% | 4 | 1 | 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% | 4 | 1 | Sources on the vendor's own domain | 3 | 1 | Sources on the vendor's own domain |
| All criteria | 100% | 27 | 7 | Audit reportSources on the vendor's own domainSources on a separate domain | 16 | 6 | Audit reportSources on the vendor's own domainSources on a separate domain |
Handshake has 34 evidence rows across 7 of 7 criteria — 27 with a source URL, 7 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 Handshake and Retorio sit on a domain separate from the vendor's own site.
Provenance
The scores above are documented by 56 evidence rows on file for these two vendors: 34 for Handshake, across 2 distinct source domains, and 22 for Retorio, across 4 distinct source domains.
- Rubric
- v1.0
- Handshake last reviewed
- September 25, 2026 · HireAIScore editorial team
- Retorio last reviewed
- June 7, 2026 · HireAIScore editorial team
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