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    🛡️ Bias Detection, Ethics & Sustainability

    9 tested tools2 playbooksFree or paid: clearly marked

    Roadmap · Representation audit

    1. 01

      Pick a sample of recent content.

    2. 02

      Count who is quoted or shown (gender, region, role).

    3. 03

      Compare with your audience and the topic.

    4. 04

      Set one concrete target for next quarter.

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    Watch out: Bias tools measure what they are built to measure. Human review and diverse teams matter more.