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EU AI Act · Article 4 active · Article 50 from 2 Aug 2026 · high-risk rules transition through 2027–2028
Directory/WhyLogs Bias & Fairness Auditing
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SOFTWARE INTELLIGENCE PROFILE

WhyLogs Bias & Fairness Auditing

AI Evaluation & Testing

Open-source data logging standard enabling differential statistical profiling and demographic fairness metric computation directly on-device.

HeadquartersSeattle, USA
Starting priceOpen Source / $0
Last verified9 Oct 2026Automatically assured change
Source evidence2 recordsAutomated monitoring
PROFILE SNAPSHOT

What this platform provides

2 source records available

Open-source data logging standard enabling differential statistical profiling and demographic fairness metric computation directly on-device.

PROVIDERDEPLOYEROpen Source / $0

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CUSTOMER FIT

Deployment & technical profile

Hosting / residency signalOpen Source Standard
DeploymentOpen Source Python Library / Local Execution
APIAvailable
Python SDKAvailable
On-premiseAvailable
Customer fitData Science Teams Profiling Demographic Fairness and Parity Metrics Pre-Deployment

Recorded export formats: whylogs Statistical Profiles, JSON, HTML Profile

PROFILE QUALITY

Profile completeness & evidence signals

100/100 completeness
Evidence completeness100%
Technical readiness signalStrong
Requirement mappings3
Editorial stateSource changed — automatically assured

These are transparent catalogue signals used for discovery and prioritisation. They do not establish legal compliance, procurement suitability or endorsement.

CAPABILITIES

Operational capabilities

testing-monitoringhigh-risk-readinessdata-governance
REGULATORY MAPPING

Relevant compliance capabilities

These are Navigator's recorded capability mappings, not a statement that the vendor itself makes an AI Act compliance guarantee.

  • Article 10 (Data Bias Auditing & Disparate Impact)
  • Article 15 (Fairness Robustness)

Recorded active / current scope

  • Demographic Parity & Fairness Profiling

Recorded prepare / transition scope

  • Article 10 Statutory Bias Mitigation Evidence
LIMITATIONS

Recorded limitations

  • Python SDK library; lacks non-technical corporate audit interfaces
ASSURANCE SIGNALS

Evidence & standards

Labels below are separated by evidence type. A standard, framework, product capability or hosting note is not presented as a certification.

Certifications & attestations

No certification or attestation recorded.

Standards & frameworks

Privacy-Preserving Metric Standard

Other recorded evidence

Open Source Initiative
Verification methodTechnical Documentation Review
ConfidenceHigh
Source records2
PROVENANCE

Evidence trail

Automatically assured change

Automated monitoring records source availability and change signals. Non-material changes may be automatically assured; material regulatory, certification, commercial or technical changes remain subject to editorial confirmation.

  • Source changed — automatically assured — https://whylabs.ai/ (checked 2026-10-09)
View recorded source URLs
Editorial & legal scope

This profile is informational and based on source information recorded in the Navigator dataset. “Source-checked” describes the Navigator's editorial/data process; it is not a legal certification, conformity assessment, endorsement, or guarantee of regulatory compliance.

Framework reference: Regulation (EU) 2024/1689 · Profile reviewed: 9 Oct 2026

Read the methodology →