AI Data Usage Policy
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Common Compliance Questions
Q: Is using user data for AI training legal?
It is legal only if you have obtained explicit consent and provided clear opt-out mechanisms to the users.
Q: What is the difference between training data and inference data?
Training data shapes the model permanently, while inference data is only processed to generate a single response.
Q: Can users request their data be deleted from a trained model?
Yes, privacy laws require you to provide a path to remove PII, even if it requires retraining or fine-tuning.
Q: How do you prevent proprietary data from entering public models?
By establishing a data usage policy that bans uploading sensitive internal data to public consumer tools.
Q: What is synthetic data in AI training?
Artificially generated data that mimics real data, used to protect privacy during model training.
Q: How do CCPA and CPRA affect AI training data?
They give California residents the right to opt-out of the sale or sharing of their personal information for AI training.
Q: Should training datasets be audited for bias?
Yes, bias auditing prevents models from producing discriminatory outputs and ensures fair performance.
Q: What security controls protect AI training environments?
Access controls, data encryption at rest and in transit, and secure containment of training environments.