§ The result
Sova Assessment leads CoderPad by 6 points.
Sova Assessment finishes 6 points ahead of CoderPad under rubric v1.0, 48 to 42, both scored as Assessment entries. The 7 criteria split 4 to 3 in favour of Sova Assessment: Sova Assessment is ahead on Bias Audit Transparency and CoderPad on Post-Market Monitoring. Bias Audit Transparency is both the widest raw gap and the heaviest weighted swing — CoderPad 20, Sova Assessment 38 — and at an 18% weight it carries 44% of the weighted advantage Sova Assessment holds across the 4 criteria on that side of the table.
Vendor profile
CoderPad
CoderPad is a technical hiring platform that auto-scores and ranks candidates on coding assessments (Screen), uses an AI reviewer to evaluate and rank applicants' asynchronous video pre-screen responses against employer criteria (Qualify), and hosts live collaborative coding interviews with AI assistance, note-taking and summaries (Interview).
Vendor profile
Sova Assessment
Sova Assessment is a UK-based enterprise talent assessment platform combining personality questionnaires, cognitive and ability tests, situational judgement, video interviews, virtual assessment centres and AI-led role simulations into a single occupational-psychology-validated candidate scoring workflow.
§ The record
CoderPad and Sova Assessment are both filed under Assessment AI. They also share 2 secondary categories: Video interview and Screening.
Both are in scope of NYC LL 144, Illinois HB 3773, EU AI Act, Colorado AI Act and Mobley v. Workday.
| Record | CoderPad | Sova Assessment |
|---|---|---|
| Price tier | Mid | High |
| Headquarters | US | GB |
| Founded | 2013 | 2015 |
§ What decides it
The criteria that move the gap, heaviest swing first.
18% weight · 39% of the movement so far
Bias Audit Transparency
CoderPad 20 · Sova Assessment 38
3.2 weighted points to Sova Assessment
20% weight · 63% of the movement so far
Article 11 Technical Documentation
CoderPad 45 · Sova Assessment 55
2.0 weighted points to Sova Assessment
15% weight · 84% of the movement so far
FRIA Support
CoderPad 28 · Sova Assessment 40
1.8 weighted points to Sova Assessment
12% weight · 90% of the movement so far
Post-Market Monitoring
CoderPad 44 · Sova Assessment 40
0.5 weighted points to CoderPad
8% weight · 94% of the movement so far
Customer Documentation
CoderPad 58 · Sova Assessment 62
0.3 weighted points to Sova Assessment
15% weight · 97% of the movement so far
Data Governance Disclosure
CoderPad 54 · Sova Assessment 52
0.3 weighted points to CoderPad
12% weight · 100% of the movement so far
Human Oversight Design
CoderPad 57 · Sova Assessment 55
0.2 weighted points to CoderPad
Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to -6.3 — the difference between the two totals before either is rounded. Shares are of 8.4 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads -6 beside that -6.3.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is CoderPad minus Sova Assessment.
| Category | Weight | CoderPad | Sova Assessment | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 45 | 55 | -10 | -2.0 |
| Bias Audit Transparency | 18% | 20 | 38 | -18 | -3.2 |
| FRIA Support | 15% | 28 | 40 | -12 | -1.8 |
| Data Governance Disclosure | 15% | 54 | 52 | +2 | +0.3 |
| Human Oversight Design | 12% | 57 | 55 | +2 | +0.2 |
| Post-Market Monitoring | 12% | 44 | 40 | +4 | +0.5 |
| Customer Documentation | 8% | 58 | 62 | -4 | -0.3 |
| Total | 100% | 42 (F) | 48 (F) | -6 | -6.3 |
§ 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 | CoderPad | Sova Assessment | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 4 | 1 | Sources on the vendor's own domain | 3 | 1 | Sources on the vendor's own domain |
| Bias Audit Transparency | 18% | 6 | 1 | Sources on the vendor's own domain | 4 | 2 | 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 | 1 | Sources on the vendor's own domain | 4 | 1 | Audit reportSources on the vendor's own domainSources on a separate domain |
| Human Oversight Design | 12% | 6 | 0 | Sources on the vendor's own domain | 5 | 1 | Sources on the vendor's own domain |
| Post-Market Monitoring | 12% | 4 | 1 | Sources on the vendor's own domainSources on a separate domain | 4 | 1 | Sources on the vendor's own domainSources on a separate domain |
| Customer Documentation | 8% | 4 | 1 | Sources on the vendor's own domain | 6 | 1 | Sources on the vendor's own domainSources on a separate domain |
| All criteria | 100% | 32 | 6 | Sources on the vendor's own domainSources on a separate domain | 28 | 8 | Audit reportSources on the vendor's own domainSources on a separate domain |
CoderPad has 38 evidence rows across 7 of 7 criteria — 32 with a source URL, 6 documented absences; Sova Assessment has 34 evidence rows across 7 of 7 criteria — 28 with a source URL, 8 documented absences; some documentation or audit rows for CoderPad and Sova Assessment sit on a domain separate from the vendor's own site.
Provenance
The scores above are documented by 72 evidence rows on file for these two vendors: 38 for CoderPad, across 2 distinct source domains, and 34 for Sova Assessment, across 3 distinct source domains.
- Rubric
- v1.0
- CoderPad last reviewed
- September 25, 2026 · HireAIScore editorial team
- Sova Assessment 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