Side-by-side · Rubric v1.0
Eightfold AI vs SmartRecruiters
Eightfold AI
Talent intelligence platform offering candidate matching, internal mobility, and career-site personalization on top of a deep-learning talent graph.
Concerning
Sourcing
SmartRecruiters
SmartRecruiters is an enterprise applicant tracking system and talent acquisition suite whose AI layer (the Winston assistant plus SmartAssistant/Winston Match) screens, ranks, and matches candidates to requisitions to support recruiter decisions.
Concerning
ATS-integrated
The result
2 points separate Eightfold AI and SmartRecruiters.
Eightfold AI holds a 2-point edge over SmartRecruiters under rubric v1.0, 64 to 62, across the Sourcing and ATS-integrated cohorts. The criteria split evenly, 3 each to Eightfold AI and SmartRecruiters, with 1 level, and the weighted points on the side Eightfold AI holds, headed by Bias Audit Transparency, settle the total. Bias Audit Transparency is both the widest raw gap and the heaviest weighted swing — Eightfold AI 85, SmartRecruiters 78 — and at an 18% weight it carries 50% of the weighted advantage Eightfold AI holds across the 3 criteria on that side of the table.
Criteria won
7 criteria
- Eightfold AI3
- SmartRecruiters3
- Level1
- Widest raw gap
- Bias Audit Transparency85 vs 78
- 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.
Eightfold AI is filed under Candidate sourcing AI, SmartRecruiters under ATS-integrated AI. They record no secondary category in common.
Both are in scope of
Only SmartRecruiters is in scope of
| Record | Eightfold AI | SmartRecruiters |
|---|---|---|
| Price tier | Enterprise | Enterprise |
| Headquarters | US | US |
| Founded | 2016 | 2010 |
What decides it
The criteria that move the gap, heaviest swing first.
- 1
Bias Audit Transparency
18% weight38% of the movement so far
Eightfold AI85SmartRecruiters781.3 weighted points to Eightfold AI
- 2
Article 11 Technical Documentation
20% weight69% of the movement so far
Eightfold AI75SmartRecruiters701.0 weighted points to Eightfold AI
- 3
Data Governance Disclosure
15% weight78% of the movement so far
Eightfold AI60SmartRecruiters620.3 weighted points to SmartRecruiters
- 4
Human Oversight Design
12% weight85% of the movement so far
Eightfold AI60SmartRecruiters620.2 weighted points to SmartRecruiters
- 5
Post-Market Monitoring
12% weight93% of the movement so far
Eightfold AI50SmartRecruiters480.2 weighted points to Eightfold AI
- 6
Customer Documentation
8% weight100% of the movement so far
Eightfold AI60SmartRecruiters630.2 weighted points to SmartRecruiters
Weighted delta is the raw difference times the criterion weight, so the 6 figures above sum to +1.7 — the difference between the two totals before either is rounded. Shares are of 3.3 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads +2 beside that +1.7.
Category-by-category
Raw score per criterion, with weighted delta.
Δ is Eightfold AI minus SmartRecruiters, coloured for whichever of the two it favours.
| Category | Weight | Eightfold AI | SmartRecruiters | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 75 | 70 | +5 | +1.0 |
| Bias Audit Transparency | 18% | 85 | 78 | +7 | +1.3 |
| FRIA Support | 15% | 45 | 45 | - | - |
| Data Governance Disclosure | 15% | 60 | 62 | -2 | -0.3 |
| Human Oversight Design | 12% | 60 | 62 | -2 | -0.2 |
| Post-Market Monitoring | 12% | 50 | 48 | +2 | +0.2 |
| Customer Documentation | 8% | 60 | 63 | -3 | -0.2 |
| Total | 100% | 64D | 62D | +2 | +1.7 |
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 | Eightfold AI | SmartRecruiters | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 3 | 0 | Sources on the vendor's own domain | 2 | 0 | Sources on the vendor's own domain |
| Bias Audit Transparency | 18% | 3 | 0 | Audit reportSources on the vendor's own domainSources on a separate domain | 1 | 0 | Audit reportSources on a separate domain |
| FRIA Support | 15% | 2 | 1 | Sources on the vendor's own domain | 1 | 1 | Sources on the vendor's own domain |
| Data Governance Disclosure | 15% | 1 | 0 | — | 2 | 0 | Audit reportSources on the vendor's own domain |
| Human Oversight Design | 12% | 1 | 0 | — | 2 | 0 | Sources on the vendor's own domain |
| Post-Market Monitoring | 12% | 1 | 1 | — | 1 | 1 | Audit reportSources on the vendor's own domain |
| Customer Documentation | 8% | 2 | 0 | Sources on the vendor's own domain | 2 | 0 | Sources on the vendor's own domain |
| All criteria | 100% | 13 | 2 | Audit reportSources on the vendor's own domainSources on a separate domain | 11 | 2 | Audit reportSources on the vendor's own domainSources on a separate domain |
Eightfold AI has 15 evidence rows across 7 of 7 criteria — 13 with a source URL, 2 documented absences; SmartRecruiters has 13 evidence rows across 7 of 7 criteria — 11 with a source URL, 2 documented absences; some documentation or audit rows for Eightfold AI and SmartRecruiters sit on a domain separate from the vendor's own site.
Provenance
The scores above are documented by 28 evidence rows on file for these two vendors: 15 for Eightfold AI, across 2 distinct source domains, and 13 for SmartRecruiters, across 2 distinct source domains.
- Rubric
- v1.0
- Eightfold AI last reviewed
- May 21, 2026 · HireAIScore editorial team
- SmartRecruiters last reviewed
- June 7, 2026 · HireAIScore editorial team
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