§ The result
Eightfold AI leads CoderPad on all 7 criteria.
Eightfold AI finishes 22 points clear of CoderPad under rubric v1.0 — 64 (D) against 42 (F) — across the Sourcing and Assessment cohorts. Of the 7 criteria CoderPad wins none, and the narrowest lead Eightfold AI holds is on Customer Documentation, CoderPad 58 to Eightfold AI 60. One criterion, Bias Audit Transparency, is both the widest raw gap (CoderPad 20, Eightfold AI 85) and the heaviest weighted swing, and at 18% weight it makes up 52% of the weighted advantage Eightfold AI holds across the 7 criteria it leads.
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
Eightfold AI
Talent intelligence platform offering candidate matching, internal mobility, and career-site personalization on top of a deep-learning talent graph.
§ The record
CoderPad is filed under Assessment AI, Eightfold AI under Candidate sourcing AI. They record no secondary category in common.
Both are in scope of NYC LL 144, EU AI Act and Colorado AI Act. Only CoderPad is in scope of Illinois HB 3773 and Mobley v. Workday.
| Record | CoderPad | Eightfold AI |
|---|---|---|
| Price tier | Mid | Enterprise |
| Headquarters | US | US |
| Founded | 2013 | 2016 |
§ What decides it
The criteria that move the gap, heaviest swing first.
18% weight · 52% of the movement so far
Bias Audit Transparency
CoderPad 20 · Eightfold AI 85
11.7 weighted points to Eightfold AI
20% weight · 79% of the movement so far
Article 11 Technical Documentation
CoderPad 45 · Eightfold AI 75
6.0 weighted points to Eightfold AI
15% weight · 90% of the movement so far
FRIA Support
CoderPad 28 · Eightfold AI 45
2.5 weighted points to Eightfold AI
15% weight · 94% of the movement so far
Data Governance Disclosure
CoderPad 54 · Eightfold AI 60
0.9 weighted points to Eightfold AI
12% weight · 98% of the movement so far
Post-Market Monitoring
CoderPad 44 · Eightfold AI 50
0.7 weighted points to Eightfold AI
12% weight · 99% of the movement so far
Human Oversight Design
CoderPad 57 · Eightfold AI 60
0.4 weighted points to Eightfold AI
8% weight · 100% of the movement so far
Customer Documentation
CoderPad 58 · Eightfold AI 60
0.2 weighted points to Eightfold AI
Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to -22.4 — the difference between the two totals before either is rounded. Shares are of 22.4 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads -22 beside that -22.4.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is CoderPad minus Eightfold AI.
| Category | Weight | CoderPad | Eightfold AI | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 45 | 75 | -30 | -6.0 |
| Bias Audit Transparency | 18% | 20 | 85 | -65 | -11.7 |
| FRIA Support | 15% | 28 | 45 | -17 | -2.5 |
| Data Governance Disclosure | 15% | 54 | 60 | -6 | -0.9 |
| Human Oversight Design | 12% | 57 | 60 | -3 | -0.4 |
| Post-Market Monitoring | 12% | 44 | 50 | -6 | -0.7 |
| Customer Documentation | 8% | 58 | 60 | -2 | -0.2 |
| Total | 100% | 42 (F) | 64 (D) | -22 | -22.4 |
§ 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 | Eightfold AI | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 4 | 1 | Sources on the vendor's own domain | 3 | 0 | Sources on the vendor's own domain |
| Bias Audit Transparency | 18% | 6 | 1 | Sources on the vendor's own domain | 3 | 0 | Audit reportSources on the vendor's own domainSources on a separate 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 | 1 | 0 | — |
| Human Oversight Design | 12% | 6 | 0 | Sources on the vendor's own domain | 1 | 0 | — |
| Post-Market Monitoring | 12% | 4 | 1 | Sources on the vendor's own domainSources on a separate domain | 1 | 1 | — |
| Customer Documentation | 8% | 4 | 1 | Sources on the vendor's own domain | 2 | 0 | Sources on the vendor's own domain |
| All criteria | 100% | 32 | 6 | Sources on the vendor's own domainSources on a separate domain | 13 | 2 | 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; Eightfold AI has 15 evidence rows across 7 of 7 criteria — 13 with a source URL, 2 documented absences; some documentation or audit rows for CoderPad and Eightfold AI sit on a domain separate from the vendor's own site.
Provenance
The scores above are documented by 53 evidence rows on file for these two vendors: 38 for CoderPad, across 2 distinct source domains, and 15 for Eightfold AI, across 2 distinct source domains.
- Rubric
- v1.0
- CoderPad last reviewed
- September 25, 2026 · HireAIScore editorial team
- Eightfold AI last reviewed
- May 21, 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