Side-by-side · Rubric v1.0
Entelo vs SeekOut
Entelo
Entelo is an AI-powered talent sourcing and diversity-recruiting platform that aggregates hundreds of millions of public candidate profiles and applies predictive machine-learning models to score, rank, and surface (including underrepresented) candidates for recruiters.
Substantial gaps
Sourcing
SeekOut
Sourcing platform aggregating public profile data into a searchable talent index, with AI-assisted candidate matching and outreach.
Substantial gaps
Sourcing
The result
1 point separates SeekOut and Entelo.
Within the Sourcing cohort, SeekOut edges Entelo by 1 point under rubric v1.0, 34 to 33. Entelo and SeekOut each lead 3 of the 7 criteria, with 1 level, though the side of the split SeekOut holds (headed by Bias Audit Transparency) adds up to more weighted points. One criterion, Bias Audit Transparency, is both the widest raw gap (Entelo 20, SeekOut 40) and the heaviest weighted swing, and at 18% weight it makes up 73% of the weighted advantage SeekOut holds across the 3 criteria it leads.
Criteria won
7 criteria
- Entelo3
- SeekOut3
- Level1
- Widest raw gap
- Bias Audit Transparency20 vs 40
- 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.
Entelo and SeekOut are both filed under Candidate sourcing AI. They record no secondary category in common.
Both are in scope of
Only Entelo is in scope of
| Record | Entelo | SeekOut |
|---|---|---|
| Price tier | Mid | Enterprise |
| Headquarters | US | US |
| Founded | 2011 | 2017 |
What decides it
The criteria that move the gap, heaviest swing first.
- 1
Bias Audit Transparency
18% weight45% of the movement so far
Entelo20SeekOut403.6 weighted points to SeekOut
- 2
Data Governance Disclosure
15% weight63% of the movement so far
Entelo45SeekOut351.5 weighted points to Entelo
- 3
Post-Market Monitoring
12% weight78% of the movement so far
Entelo35SeekOut251.2 weighted points to Entelo
- 4
Article 11 Technical Documentation
20% weight91% of the movement so far
Entelo30SeekOut351.0 weighted points to SeekOut
- 5
Customer Documentation
8% weight96% of the movement so far
Entelo40SeekOut350.4 weighted points to Entelo
- 6
Human Oversight Design
12% weight100% of the movement so far
Entelo42SeekOut450.4 weighted points to SeekOut
Weighted delta is the raw difference times the criterion weight, so the 6 figures above sum to -1.9 — the difference between the two totals before either is rounded. Shares are of 8.1 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads -1 beside that -1.9.
Category-by-category
Raw score per criterion, with weighted delta.
Δ is Entelo minus SeekOut, coloured for whichever of the two it favours.
| Category | Weight | Entelo | SeekOut | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 30 | 35 | -5 | -1.0 |
| Bias Audit Transparency | 18% | 20 | 40 | -20 | -3.6 |
| FRIA Support | 15% | 25 | 25 | - | - |
| Data Governance Disclosure | 15% | 45 | 35 | +10 | +1.5 |
| Human Oversight Design | 12% | 42 | 45 | -3 | -0.4 |
| Post-Market Monitoring | 12% | 35 | 25 | +10 | +1.2 |
| Customer Documentation | 8% | 40 | 35 | +5 | +0.4 |
| Total | 100% | 33F | 34F | -1 | -1.9 |
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 | Entelo | SeekOut | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 1 | 1 | — | 1 | 1 | Sources on the vendor's own domain |
| Bias Audit Transparency | 18% | 2 | 2 | — | 1 | 1 | — |
| FRIA Support | 15% | 0 | 1 | — | 0 | 1 | — |
| Data Governance Disclosure | 15% | 1 | 1 | Sources on the vendor's own domain | 1 | 0 | Sources on the vendor's own domain |
| Human Oversight Design | 12% | 1 | 1 | — | 1 | 0 | Sources on the vendor's own domain |
| Post-Market Monitoring | 12% | 2 | 1 | Sources on the vendor's own domain | 0 | 1 | — |
| Customer Documentation | 8% | 2 | 1 | Sources on the vendor's own domain | 1 | 0 | Sources on the vendor's own domain |
| All criteria | 100% | 9 | 8 | Sources on the vendor's own domain | 5 | 4 | Sources on the vendor's own domain |
Entelo has 16 evidence rows across 7 of 7 criteria — 9 with a source URL, 8 documented absences; SeekOut has 9 evidence rows across 7 of 7 criteria — 5 with a source URL, 4 documented absences.
Provenance
The scores above are documented by 25 evidence rows on file for these two vendors: 16 for Entelo, across 3 distinct source domains, and 9 for SeekOut, across 1 distinct source domain.
- Rubric
- v1.0
- Entelo last reviewed
- June 7, 2026 · HireAIScore editorial team
- SeekOut 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.
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Scored against