§ The result
Handshake leads HighMatch by 7 points.
Under rubric v1.0, Handshake, filed under Screening, finishes on 50 and HighMatch, filed under Assessment, on 43, 7 points apart. Handshake leads 5 of the 7 criteria, including Bias Audit Transparency, while HighMatch leads 1, including Human Oversight Design, and 1 is level. Bias Audit Transparency is both the widest raw gap and the heaviest weighted swing — Handshake 52, HighMatch 30 — and at an 18% weight it carries 62% of the weighted advantage Handshake holds across the 5 criteria on that side of the table.
Vendor profile
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.
Vendor profile
HighMatch
HighMatch sells pre-employment assessments built by I-O psychologists (personality, cognitive, skills, situational judgment, culture fit and minimum-qualification screens), including the Berke Assessment for small businesses, that score candidates against weighted, role-specific hiring profiles and return job-fit scores, trait reports and tailored interview guides.
§ The record
Handshake is filed under Screening AI, HighMatch under Assessment AI. They record no secondary category in common.
Both are in scope of EU AI Act, NYC LL 144, Colorado AI Act and Illinois HB 3773. Only HighMatch is in scope of Mobley v. Workday.
| Record | Handshake | HighMatch |
|---|---|---|
| Price tier | Mid | Mid |
| Headquarters | US | US |
| Founded | 2014 | 2005 |
§ What decides it
The criteria that move the gap, heaviest swing first.
18% weight · 59% of the movement so far
Bias Audit Transparency
Handshake 52 · HighMatch 30
4.0 weighted points to Handshake
12% weight · 74% of the movement so far
Post-Market Monitoring
Handshake 48 · HighMatch 40
1.0 weighted points to Handshake
15% weight · 85% of the movement so far
Data Governance Disclosure
Handshake 57 · HighMatch 52
0.8 weighted points to Handshake
20% weight · 94% of the movement so far
Article 11 Technical Documentation
Handshake 48 · HighMatch 45
0.6 weighted points to Handshake
12% weight · 98% of the movement so far
Human Oversight Design
Handshake 58 · HighMatch 60
0.2 weighted points to HighMatch
8% weight · 100% of the movement so far
Customer Documentation
Handshake 60 · HighMatch 58
0.2 weighted points to Handshake
Weighted delta is the raw difference times the criterion weight, so the 6 figures above sum to +6.2 — the difference between the two totals before either is rounded. Shares are of 6.7 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 +6.2.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is Handshake minus HighMatch.
| Category | Weight | Handshake | HighMatch | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 48 | 45 | +3 | +0.6 |
| Bias Audit Transparency | 18% | 52 | 30 | +22 | +4.0 |
| FRIA Support | 15% | 30 | 30 | - | - |
| Data Governance Disclosure | 15% | 57 | 52 | +5 | +0.8 |
| Human Oversight Design | 12% | 58 | 60 | -2 | -0.2 |
| Post-Market Monitoring | 12% | 48 | 40 | +8 | +1.0 |
| Customer Documentation | 8% | 60 | 58 | +2 | +0.2 |
| Total | 100% | 50 (F) | 43 (F) | +7 | +6.2 |
§ 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 | HighMatch | ||||
|---|---|---|---|---|---|---|---|
| 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 | 6 | 0 | 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 | 4 | 1 | Sources on the vendor's own domain |
| FRIA Support | 15% | 3 | 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 | 5 | 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 | 3 | 1 | Audit reportSources on the vendor's own domainSources on a separate domain |
| Customer Documentation | 8% | 4 | 1 | Sources on the vendor's own domain | 4 | 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 | 4 | 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; HighMatch has 35 evidence rows across 7 of 7 criteria — 31 with a source URL, 4 documented absences; some documentation or audit rows for Handshake and HighMatch sit on a domain separate from the vendor's own site.
Provenance
The scores above are documented by 69 evidence rows on file for these two vendors: 34 for Handshake, across 2 distinct source domains, and 35 for HighMatch, across 2 distinct source domains.
- Rubric
- v1.0
- Handshake last reviewed
- September 25, 2026 · HireAIScore editorial team
- HighMatch 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