Google · Google AI Principles

Commitment to Avoid Unfair Bias

High severity
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What it is

Avoid creating or reinforcing unfair bias. AI algorithms and datasets can reflect, reinforce, or reduce unfair biases. We recognize that distinguishing fair from unfair biases is not always simple, and differs across cultures and societies. We will seek to avoid unjust impacts on people, particularly those related to sensitive characteristics such as race, ethnicity, gender, nationality, income, sexual orientation, ability, and political or religious belief.

Why it matters

AI bias in hiring, lending, healthcare, or criminal justice can have life-altering consequences; this provision signals Google's awareness but does not specify how bias will be measured, audited, or remediated.

Consumer impact

Google's AI Principles set out aspirational commitments about what kinds of AI the company will and won't build, which indirectly affects every person who uses Google products — from Search to Gemini to Google Workspace. However, the document creates no legally enforceable rights for consumers: there is no opt-out mechanism, no user complaint pathway, and no independent auditor verifying compliance with the stated principles. You can file a complaint with the FTC at reportfraud.ftc.gov if you believe Google's AI practices contradict its publicly stated principles.

What you can do

⚠️ These actions may provide transparency or partial mitigation but may not fully address the underlying issue. Effectiveness varies by jurisdiction and individual circumstances.
  • Dispute a Fee
    If you believe a Google AI product produced a discriminatory outcome affecting you based on a protected characteristic, file a complaint with the FTC using the online complaint portal and describe the specific AI product and the nature of the discriminatory outcome.

Applicable agencies

  • FTC
    The FTC has authority over unfair or deceptive practices related to AI bias and has published guidance specifically on algorithmic fairness obligations for AI systems.
    File a complaint →

Provision details

Document information
Document
Google AI Principles
Entity
Google
Document last updated
March 24, 2026
Tracking information
First tracked
March 6, 2026
Last verified
April 4, 2026
Record ID
CA-P-001907
Document ID
CA-D-00016
Evidence Provenance
Source URL
Wayback Machine
SHA-256
9ebc422713724c8a5f3a92a7071619ee6dc70dba4faf04a1f3a087c3ac08c42f
Verified
✓ Snapshot stored   ✓ Change verified
How to Cite
ConductAtlas Policy Archive
Entity: Google | Document: Google AI Principles | Record: CA-P-001907
Captured: 2026-03-06 20:30:33 UTC | SHA-256: 9ebc422713724c8a…
URL: https://conductatlas.com/platform/google/google-ai-principles/commitment-to-avoid-unfair-bias/
Accessed: April 4, 2026
Classification
Severity
High
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