Side-by-side · Rubric v1.0
Handshake vs Interviewer.AI
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
Interviewer.AI
Interviewer.AI is an asynchronous AI video interview platform that pre-screens and scores candidates by analyzing recorded video responses and resumes against role-specific success factors, producing an "AI Score" breakdown to help recruiters shortlist.
Substantial gaps
Video interview
The result
Handshake takes the total, Interviewer.AI takes more of the criteria.
Handshake holds a 3-point edge over Interviewer.AI under rubric v1.0, 50 to 47, across the Screening and Video interview cohorts. Interviewer.AI leads more of the criteria, 4 against 3 for Handshake, yet Handshake takes Bias Audit Transparency, which carries 18% of the rubric, and the weighted sum with it. Bias Audit Transparency is both the widest raw gap and the heaviest weighted swing — Handshake 52, Interviewer.AI 35 — and at an 18% weight it carries 60% of the weighted advantage Handshake holds across the 3 criteria on that side of the table.
Criteria won
7 criteria
- Handshake3
- Interviewer.AI4
- Widest raw gap
- Bias Audit Transparency52 vs 35
- Heaviest weighted swing
- Bias Audit Transparency18% weight
The record
Categories, scope and company facts.
Handshake is filed under Screening AI, Interviewer.AI under Video interview AI. They record no secondary category in common.
Both are in scope of
Only Interviewer.AI is in scope of
| Record | Handshake | Interviewer.AI |
|---|---|---|
| Price tier | Mid | Mid |
| Headquarters | US | SG |
| Founded | 2014 | 2018 |
What decides it
The criteria that move the gap, heaviest swing first.
- 1
Bias Audit Transparency
18% weight41% of the movement so far
Handshake52Interviewer.AI353.1 weighted points to Handshake
- 2
Post-Market Monitoring
12% weight67% of the movement so far
Handshake48Interviewer.AI321.9 weighted points to Handshake
- 3
Article 11 Technical Documentation
20% weight78% of the movement so far
Handshake48Interviewer.AI520.8 weighted points to Interviewer.AI
- 4
FRIA Support
15% weight88% of the movement so far
Handshake30Interviewer.AI350.8 weighted points to Interviewer.AI
- 5
Data Governance Disclosure
15% weight95% of the movement so far
Handshake57Interviewer.AI600.4 weighted points to Interviewer.AI
- 6
Human Oversight Design
12% weight98% of the movement so far
Handshake58Interviewer.AI600.2 weighted points to Interviewer.AI
- 7
Customer Documentation
8% weight100% of the movement so far
Handshake60Interviewer.AI580.2 weighted points to Handshake
Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to +2.9 — the difference between the two totals before either is rounded. Shares are of 7.4 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads +3 beside that +2.9.
Category-by-category
Raw score per criterion, with weighted delta.
Δ is Handshake minus Interviewer.AI, coloured for whichever of the two it favours.
| Category | Weight | Handshake | Interviewer.AI | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 48 | 52 | -4 | -0.8 |
| Bias Audit Transparency | 18% | 52 | 35 | +17 | +3.1 |
| FRIA Support | 15% | 30 | 35 | -5 | -0.8 |
| Data Governance Disclosure | 15% | 57 | 60 | -3 | -0.4 |
| Human Oversight Design | 12% | 58 | 60 | -2 | -0.2 |
| Post-Market Monitoring | 12% | 48 | 32 | +16 | +1.9 |
| Customer Documentation | 8% | 60 | 58 | +2 | +0.2 |
| Total | 100% | 50F | 47F | +3 | +2.9 |
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 | Interviewer.AI | ||||
|---|---|---|---|---|---|---|---|
| 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 | 1 | 1 | Sources on the vendor's own 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 | 2 | 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 | 2 | 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 | 12 | 6 | Sources on the vendor's own domain |
Handshake has 34 evidence rows across 7 of 7 criteria — 27 with a source URL, 7 documented absences; Interviewer.AI has 18 evidence rows across 7 of 7 criteria — 12 with a source URL, 6 documented absences; some documentation or audit rows for Handshake sit on a domain separate from the vendor's own site.
Provenance
The scores above are documented by 52 evidence rows on file for these two vendors: 34 for Handshake, across 2 distinct source domains, and 18 for Interviewer.AI, across 1 distinct source domain.
- Rubric
- v1.0
- Handshake last reviewed
- September 25, 2026 · HireAIScore editorial team
- Interviewer.AI 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.