Eightfold AI

Talent intelligence platform offering candidate matching, internal mobility, and career-site personalization on top of a deep-learning talent graph.
SourcingATS-integrated

HireAIScore rates Eightfold AI 64 out of 100 (grade D, Concerning) under rubric v1.0, last reviewed May 21, 2026. Eightfold AI ranks 2 of 86 vendors rated in Candidate sourcing AI, against a category average of 46. That score is drawn from 15 evidence items across 7 rubric criteria for Eightfold AI — 13 with a cited source, 2 recording that nothing was located.

Score breakdown

Eightfold AI, criterion by criterion

Each rubric criterion is scored out of 100 on the cited evidence, then weighted into the total.

Weighted contribution shown to the right of each bar.

  1. Article 11 Technical Documentation

    Weight 20% · avg 48

    75

    +15.0

  2. Bias Audit Transparency

    Weight 18% · avg 40

    85

    +15.3

  3. FRIA Support

    Weight 15% · avg 31

    45

    +6.8

  4. Data Governance Disclosure

    Weight 15% · avg 53

    60

    +9.0

  5. Human Oversight Design

    Weight 12% · avg 56

    60

    +7.2

  6. Post-Market Monitoring

    Weight 12% · avg 40

    50

    +6.0

  7. Customer Documentation

    Weight 8% · avg 57

    60

    +4.8

Total weighted score

64.0(rounded to 64 for display)

Category avg is the mean raw score on that criterion across the 86 Candidate sourcing AI vendors in scope of this rubric, this one included.

Strongest criterion

Bias Audit Transparency

85raw / 100

Contributes 15.3 to the total. 85 against a 40 category average.

Weakest criterion

FRIA Support

45raw / 100

Contributes 6.8 to the total. 45 against a 31 category average.

Cited evidence

The evidence behind the score

Every score is backed by at least one cited piece of evidence. Open a criterion to see what was found, when, and where.

Download diligence record

Evidence ledger

Items
15
Documentation
6
Audit report
3
Public statement
4
Absence
2
With a source URL
13 of 15
Source hostnames
3
Fewest items
1
Data Governance Disclosure

These figures measure how thoroughly Eightfold AI was reviewed, not how Eightfold AI performed — an absence row, recording that nothing was located, is counted like any other item.

Article 11 Technical Documentation

3 items75

Bias Audit Transparency

3 items85

FRIA Support

3 items45

Data Governance Disclosure

1 item60

Human Oversight Design

1 item60

Post-Market Monitoring

2 items50

Customer Documentation

2 items60

Editorial notes

Company overview

Eightfold AI is a talent-intelligence platform built around a proprietary talent graph. Its product surfaces span candidate matching for external hiring, internal mobility recommendations for current employees, and career-site personalization for inbound candidates. The AI is the product - every customer-visible feature is model-driven.

Regulatory exposure

Matching and ranking systems used in hiring decisions fall under EU AI Act Annex III §4 - high-risk. Eightfold's surface area is broader than most vendors because the same models power external matching, internal mobility, and personalization, which means a deployer's FRIA needs to cover all three flows. NYC LL 144 applies to the candidate-ranking features used by NYC-based employers.

Path to a higher score

To move into the B band on this rubric, Eightfold would need to publish (a) a model card for the talent-graph model covering training data, validation, and subgroup performance, (b) a current NYC LL 144-style bias audit, and (c) deployer documentation distinguishing the model's intended use across external, internal, and personalization flows so a single FRIA can map cleanly to each.

Regulatory frame

What applies to candidate sourcing AI.

Ranking outputs are inside Annex III §4 when they influence hiring decisions. GDPR Article 22 (automated decision-making) and the GDPR rights around profiling apply independently for EU candidates.

Keep reading

All sourcing vendorsHow this score is builtAnnex IV section-by-section: what AI hiring vendors must documentWhat makes a defensible NYC LL 144 bias audit

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Ranking

Others rated in Candidate sourcing AI

Ranked 2 of 86 by weighted total under rubric v1.0. The ordering is arithmetic on the rubric and carries no view on which tool suits a given hiring process.

  1. #1Greenhouse67D
  2. #2Eightfold AIThis profile64D
  3. #3SmartRecruiters62D
  4. #4Beamery61D
All sourcing vendors

Conflicts of interest

No vendor pays for placement, scoring, or removal. Casework - the consulting firm that operates this directory - provides paid services to some vendors. Any active or recent (within 24 months) commercial relationship is disclosed on the affected vendor profile and the review is reassigned to an independent reviewer. See the full policy on About.

Casework has no commercial relationship with this vendor.