§ The result
HighMatch leads impress.ai by 5 points.
HighMatch scores 43 and impress.ai 38 under rubric v1.0, a 5-point gap across the Assessment and Screening cohorts. The 7 criteria split 5 to 1 in favour of HighMatch, with 1 level: HighMatch is ahead on Article 11 Technical Documentation and impress.ai on Data Governance Disclosure. The advantage HighMatch holds is spread out: Article 11 Technical Documentation is both the widest raw gap and the heaviest weighted swing (HighMatch 45, impress.ai 35, 20% weight), yet it supplies only 33% of the weighted points HighMatch gains across the 5 criteria it leads.
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.
Vendor profile
impress.ai
impress.ai is a Singapore-headquartered recruitment automation platform that uses conversational AI assistants, resume parsing and scoring, and structured competency-based screening to filter, rank and shortlist job candidates, integrating with enterprise ATS systems.
§ The record
HighMatch is filed under Assessment AI, impress.ai under Screening AI. They record no secondary category in common.
Both are in scope of NYC LL 144, Illinois HB 3773, EU AI Act, Colorado AI Act and Mobley v. Workday.
| Record | HighMatch | impress.ai |
|---|---|---|
| Price tier | Mid | High |
| Headquarters | US | SG |
| Founded | 2005 | 2017 |
§ What decides it
The criteria that move the gap, heaviest swing first.
20% weight · 30% of the movement so far
Article 11 Technical Documentation
HighMatch 45 · impress.ai 35
2.0 weighted points to HighMatch
18% weight · 52% of the movement so far
Bias Audit Transparency
HighMatch 30 · impress.ai 22
1.4 weighted points to HighMatch
12% weight · 67% of the movement so far
Human Oversight Design
HighMatch 60 · impress.ai 52
1.0 weighted points to HighMatch
12% weight · 82% of the movement so far
Post-Market Monitoring
HighMatch 40 · impress.ai 32
1.0 weighted points to HighMatch
15% weight · 93% of the movement so far
FRIA Support
HighMatch 30 · impress.ai 25
0.8 weighted points to HighMatch
15% weight · 100% of the movement so far
Data Governance Disclosure
HighMatch 52 · impress.ai 55
0.4 weighted points to impress.ai
Weighted delta is the raw difference times the criterion weight, so the 6 figures above sum to +5.7 — 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 +5.7.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is HighMatch minus impress.ai.
| Category | Weight | HighMatch | impress.ai | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 45 | 35 | +10 | +2.0 |
| Bias Audit Transparency | 18% | 30 | 22 | +8 | +1.4 |
| FRIA Support | 15% | 30 | 25 | +5 | +0.8 |
| Data Governance Disclosure | 15% | 52 | 55 | -3 | -0.4 |
| Human Oversight Design | 12% | 60 | 52 | +8 | +1.0 |
| Post-Market Monitoring | 12% | 40 | 32 | +8 | +1.0 |
| Customer Documentation | 8% | 58 | 58 | - | - |
| Total | 100% | 43 (F) | 38 (F) | +5 | +5.7 |
§ 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 | HighMatch | impress.ai | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 6 | 0 | Sources on the vendor's own domain | 2 | 1 | Sources on the vendor's own domain |
| Bias Audit Transparency | 18% | 4 | 1 | Sources on the vendor's own domain | 2 | 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% | 5 | 0 | Audit reportSources on the vendor's own domain | 2 | 1 | Sources on the vendor's own domain |
| Human Oversight Design | 12% | 6 | 0 | Sources on the vendor's own domain | 3 | 1 | Sources on the vendor's own domain |
| Post-Market Monitoring | 12% | 3 | 1 | Audit reportSources on the vendor's own domainSources on a separate domain | 3 | 1 | Sources on the vendor's own 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% | 31 | 4 | Audit reportSources on the vendor's own domainSources on a separate domain | 18 | 7 | Sources on the vendor's own domain |
HighMatch has 35 evidence rows across 7 of 7 criteria — 31 with a source URL, 4 documented absences; impress.ai has 25 evidence rows across 7 of 7 criteria — 18 with a source URL, 7 documented absences; some documentation or audit rows for HighMatch sit on a domain separate from the vendor's own site.
Provenance
The scores above are documented by 60 evidence rows on file for these two vendors: 35 for HighMatch, across 2 distinct source domains, and 25 for impress.ai, across 1 distinct source domain.
- Rubric
- v1.0
- HighMatch last reviewed
- September 25, 2026 · HireAIScore editorial team
- impress.ai last reviewed
- August 2, 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