Side-by-side · Rubric v1.0
Handshake vs Testlify
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
Testlify
Testlify is a skills-assessment and AI-interviewing platform that ranks candidates on a scored leaderboard from pre-built or AI-generated tests, with an AI résumé screener, AI-scored video, voice and chat interviews, and AI-assisted proctoring.
Substantial gaps
Assessment
The result
Handshake leads Testlify by 5 points.
Handshake scores 50 and Testlify 45 under rubric v1.0, a 5-point gap across the Screening and Assessment cohorts. The 7 criteria split 4 to 2 in favour of Handshake, with 1 level: Handshake is ahead on Bias Audit Transparency and Testlify on Article 11 Technical Documentation. One criterion, Bias Audit Transparency, is both the widest raw gap (Handshake 52, Testlify 30) and the heaviest weighted swing, and at 18% weight it makes up 74% of the weighted advantage Handshake holds across the 4 criteria it leads.
Criteria won
7 criteria
- Handshake4
- Testlify2
- Level1
- Widest raw gap
- Bias Audit Transparency52 vs 30
- 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, Testlify under Assessment AI. They record no secondary category in common.
Both are in scope of
Only Testlify is in scope of
| Record | Handshake | Testlify |
|---|---|---|
| Price tier | Mid | Low |
| Headquarters | US | US |
| Founded | 2014 | 2022 |
What decides it
The criteria that move the gap, heaviest swing first.
- 1
Bias Audit Transparency
18% weight60% of the movement so far
Handshake52Testlify304.0 weighted points to Handshake
- 2
Article 11 Technical Documentation
20% weight72% of the movement so far
Handshake48Testlify520.8 weighted points to Testlify
- 3
Post-Market Monitoring
12% weight83% of the movement so far
Handshake48Testlify420.7 weighted points to Handshake
- 4
FRIA Support
15% weight90% of the movement so far
Handshake30Testlify330.4 weighted points to Testlify
- 5
Human Oversight Design
12% weight95% of the movement so far
Handshake58Testlify550.4 weighted points to Handshake
- 6
Data Governance Disclosure
15% weight100% of the movement so far
Handshake57Testlify550.3 weighted points to Handshake
Weighted delta is the raw difference times the criterion weight, so the 6 figures above sum to +4.1 — 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 +5 beside that +4.1.
Category-by-category
Raw score per criterion, with weighted delta.
Δ is Handshake minus Testlify, coloured for whichever of the two it favours.
| Category | Weight | Handshake | Testlify | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 48 | 52 | -4 | -0.8 |
| Bias Audit Transparency | 18% | 52 | 30 | +22 | +4.0 |
| FRIA Support | 15% | 30 | 33 | -3 | -0.4 |
| Data Governance Disclosure | 15% | 57 | 55 | +2 | +0.3 |
| Human Oversight Design | 12% | 58 | 55 | +3 | +0.4 |
| Post-Market Monitoring | 12% | 48 | 42 | +6 | +0.7 |
| Customer Documentation | 8% | 60 | 60 | - | - |
| Total | 100% | 50F | 45F | +5 | +4.1 |
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 | Testlify | ||||
|---|---|---|---|---|---|---|---|
| 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 | 4 | 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 | Sources on the vendor's own domain |
| FRIA Support | 15% | 3 | 1 | Sources on the vendor's own domain | 2 | 1 | Sources on the vendor's own domain |
| Data Governance Disclosure | 15% | 4 | 1 | Sources on the vendor's own domain | 6 | 0 | Audit reportSources on the vendor's own domain |
| Human Oversight Design | 12% | 4 | 1 | 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 | 5 | 1 | Sources on the vendor's own domain |
| Customer Documentation | 8% | 4 | 1 | Sources on the vendor's own domain | 5 | 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 | 31 | 5 | Audit reportSources on the vendor's own domain |
Handshake has 34 evidence rows across 7 of 7 criteria — 27 with a source URL, 7 documented absences; Testlify has 36 evidence rows across 7 of 7 criteria — 31 with a source URL, 5 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 70 evidence rows on file for these two vendors: 34 for Handshake, across 2 distinct source domains, and 36 for Testlify, across 1 distinct source domain.
- Rubric
- v1.0
- Handshake last reviewed
- September 25, 2026 · HireAIScore editorial team
- Testlify 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.