Side-by-side · Rubric v1.0
CodeSignal vs HighMatch
CodeSignal
CodeSignal is a technical skills assessment and interview platform for developer hiring that adds AI features including an AI Interviewer, AI-assisted/agentic coding assessments, and AI-plus-human proctoring.
Substantial gaps
Assessment
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.
Substantial gaps
Assessment
The result
CodeSignal and HighMatch tie at 43.
CodeSignal and HighMatch, both in the Assessment cohort, tie at 43 under rubric v1.0 by different routes through the criteria. CodeSignal leads 2 of the 7 criteria and HighMatch 5, yet the two totals land on the same number. Bias Audit Transparency is both the widest raw gap and the heaviest weighted swing — CodeSignal 45, HighMatch 30 — and at an 18% weight it carries 89% of the weighted advantage CodeSignal holds across the 2 criteria on that side of the table.
Criteria won
7 criteria
- CodeSignal2
- HighMatch5
- Widest raw gap
- Bias Audit Transparency45 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.
CodeSignal and HighMatch are both filed under Assessment AI. They also share 1 secondary category: Screening.
Both are in scope of
| Record | CodeSignal | HighMatch |
|---|---|---|
| Price tier | Enterprise | Mid |
| Headquarters | US | US |
| Founded | 2015 | 2005 |
What decides it
The criteria that move the gap, heaviest swing first.
- 1
Bias Audit Transparency
18% weight43% of the movement so far
CodeSignal45HighMatch302.7 weighted points to CodeSignal
- 2
Article 11 Technical Documentation
20% weight65% of the movement so far
CodeSignal38HighMatch451.4 weighted points to HighMatch
- 3
FRIA Support
15% weight77% of the movement so far
CodeSignal25HighMatch300.8 weighted points to HighMatch
- 4
Human Oversight Design
12% weight86% of the movement so far
CodeSignal55HighMatch600.6 weighted points to HighMatch
- 5
Customer Documentation
8% weight91% of the movement so far
CodeSignal62HighMatch580.3 weighted points to CodeSignal
- 6
Data Governance Disclosure
15% weight96% of the movement so far
CodeSignal50HighMatch520.3 weighted points to HighMatch
- 7
Post-Market Monitoring
12% weight100% of the movement so far
CodeSignal38HighMatch400.2 weighted points to HighMatch
Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to -0.3 — the difference between the two totals before either is rounded. Shares are of 6.3 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads 0 beside that -0.3.
Category-by-category
Raw score per criterion, with weighted delta.
Δ is CodeSignal minus HighMatch, coloured for whichever of the two it favours.
| Category | Weight | CodeSignal | HighMatch | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 38 | 45 | -7 | -1.4 |
| Bias Audit Transparency | 18% | 45 | 30 | +15 | +2.7 |
| FRIA Support | 15% | 25 | 30 | -5 | -0.8 |
| Data Governance Disclosure | 15% | 50 | 52 | -2 | -0.3 |
| Human Oversight Design | 12% | 55 | 60 | -5 | -0.6 |
| Post-Market Monitoring | 12% | 38 | 40 | -2 | -0.2 |
| Customer Documentation | 8% | 62 | 58 | +4 | +0.3 |
| Total | 100% | 43F | 43F | - | -0.3 |
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 | CodeSignal | HighMatch | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 2 | 1 | Sources on the vendor's own domain | 6 | 0 | Sources on the vendor's own domain |
| Bias Audit Transparency | 18% | 2 | 1 | Sources on the vendor's own domain | 4 | 1 | Sources on the vendor's own domain |
| FRIA Support | 15% | 1 | 1 | Sources on the vendor's own domain | 3 | 1 | Sources on the vendor's own domain |
| Data Governance Disclosure | 15% | 2 | 1 | Sources on the vendor's own domain | 5 | 0 | Audit reportSources on the vendor's own domain |
| Human Oversight Design | 12% | 3 | 0 | Sources on the vendor's own domain | 6 | 0 | Sources on the vendor's own domain |
| Post-Market Monitoring | 12% | 2 | 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% | 3 | 0 | Sources on the vendor's own domain | 4 | 1 | Sources on the vendor's own domain |
| All criteria | 100% | 15 | 5 | Sources on the vendor's own domain | 31 | 4 | Audit reportSources on the vendor's own domainSources on a separate domain |
CodeSignal has 20 evidence rows across 7 of 7 criteria — 15 with a source URL, 5 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 HighMatch sit on a domain separate from the vendor's own site.
Provenance
The scores above are documented by 55 evidence rows on file for these two vendors: 20 for CodeSignal, across 1 distinct source domain, and 35 for HighMatch, across 2 distinct source domains.
- Rubric
- v1.0
- CodeSignal last reviewed
- June 7, 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.