Phenom
HireAIScore rates Phenom 52 out of 100 (grade F, Substantial gaps) under rubric v1.0, last reviewed May 21, 2026. Phenom ranks 21 of 86 vendors rated in Candidate sourcing AI, against a category average of 46. That score is drawn from 10 evidence items across 7 rubric criteria for Phenom — 8 with a cited source, 2 recording that nothing was located.
Score breakdown
Phenom, 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.
Article 11 Technical Documentation
Weight 20% · category avg 48
55
+11.0
Bias Audit Transparency
Weight 18% · category avg 40
75
+13.5
FRIA Support
Weight 15% · category avg 31
25
+3.8
Data Governance Disclosure
Weight 15% · category avg 53
60
+9.0
Human Oversight Design
Weight 12% · category avg 56
60
+7.2
Post-Market Monitoring
Weight 12% · category avg 40
30
+3.6
Customer Documentation
Weight 8% · category avg 57
55
+4.4
Total weighted score
52.5(rounded to 52 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
75raw / 100
Contributes 13.5 to the total. 75 against a 40 category average.
Weakest criterion
FRIA Support
25raw / 100
Contributes 3.8 to the total. 25 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 recordEvidence ledger
- Items
- 10
- Documentation
- 4
- Audit report
- 2
- Public statement
- 1
- Product feature
- 1
- Absence
- 2
- With a source URL
- 8 of 10
- Source hostnames
- 3
- Fewest items
- 1
- FRIA Support
These figures measure how thoroughly Phenom was reviewed, not how Phenom performed — an absence row, recording that nothing was located, is counted like any other item.
Article 11 Technical Documentation
2 items55
- DocumentationCaptured May 21, 2026
Public AI ethics page with 5 principles.
- Public statementCaptured May 21, 2026
References "Phenom Fairness and Validity Framework"; no standalone framework doc URL surfaced publicly.
https://www.phenom.com/blog/navigating-ai-ethics-compliance-legislation
Bias Audit Transparency
2 items75
- Audit reportCaptured May 21, 2026
ConductorAI NYC LL 144 audit (Feb 2025) covering Phenom Fit Score Gen 1 and Gen 2 against multi-employer historical data.
https://assets.phenom.com/hubfs/2025%20AEDT%20Bias%20Audit.pdf
- Audit reportCaptured May 21, 2026
Phenom Fit Score 2024 bias audit report (ConductorAI).
https://assets.phenom.com/hubfs/02_Assets/ebook/Phenom_Fit_Score_2024_Audit_Report.pdf
FRIA Support
1 item25
- AbsenceCaptured May 21, 2026
No public material located as of 2026-05-21.
Where we looked: https://www.phenom.com/resource, No FRIA template located.
Data Governance Disclosure
1 item60
- DocumentationCaptured May 21, 2026
Compliance suite: ISO 27001:2022, 27017, 27018, 27701:2019, SOC 2 Type II, UK Cyber Essentials Plus, FSQS-NL. States "never trains on demographic or biometric inputs", uses third-party LLM rather than building own, no PII shared with third parties.
Human Oversight Design
1 item60
- Product featureCaptured May 21, 2026
Customers can enable/disable Fit Score per jurisdiction to meet local regulation; system tracks anyone who consumes a Fit Score. Marketed as "AI doesn't make decisions, only humans do".
https://www.phenom.com/blog/navigating-ai-ethics-compliance-legislation
Post-Market Monitoring
1 item30
- AbsenceCaptured May 21, 2026
No public material located as of 2026-05-21.
Where we looked: https://www.phenom.com/security-and-compliance, No public AI-specific incident channel located.
Customer Documentation
2 items55
- DocumentationCaptured May 21, 2026
Public AI ethics page.
- DocumentationCaptured May 21, 2026
AI Day on-demand resource hub.
Editorial notes
Company overview
Phenom is a talent-experience platform that combines a career site CMS, candidate CRM, internal mobility, and conversational AI for screening and scheduling. Each module ships with its own AI features, including a candidate-fit scoring component used in both external sourcing and internal mobility.
Regulatory exposure
Phenom's high-risk surface is its candidate-fit and ranking features, which fall under EU AI Act Annex III §4 and NYC LL 144. The conversational AI surface is mixed - pure chat/scheduling sits outside high-risk, but the screening flows do not. Multi-product platforms like Phenom typically need to publish per-feature documentation so deployers do not have to guess which surfaces require a FRIA.
Path to a higher score
To move into the B band on this rubric, Phenom would need to publish
(a) a current NYC LL 144 bias audit covering the ranking and screening
flows, (b) per-feature documentation distinguishing the high-risk
surfaces (matching, screening) from the low-risk ones (chat, scheduling),
and (c) FRIA-ready deployer guidance that maps cleanly across the
product modules.
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.
Compare
Phenom against its nearest-scoring peers.
The closest scores in Candidate sourcing AI, side by side.
- Side-by-sidePhenom vs SAP SuccessFactors Recruiting53F
- Side-by-sidePhenom vs HiredScore52F
- Side-by-sidePhenom vs Wellfound52F
- Side-by-sidePhenom vs Textkernel51F
Ranking
Others rated in Candidate sourcing AI
Ranked 21 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.
- #18Bullhorn54F
- #19SEEK54F
- #20SAP SuccessFactors Recruiting53F
- #21PhenomThis profile52F
- #22HiredScore52F
- #23Wellfound52F
Conflicts of interest
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Casework has no commercial relationship with this vendor.