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What is Data poisoning?

Also called: Training data poisoning

Data poisoning is an attack that sneaks manipulated data into an AI's training or knowledge source so it later reacts wrongly.

Example

Someone publishes doctored pages so an AI wrongly recommends a particular product.

For pros

Targets are training data, fine-tuning data or RAG documents. Studies show that even a few manipulated examples can plant backdoors. Protection: vetted data sources, provenance records, access control and tests for odd behaviour.

Sources: genai.owasp.org, csrc.nist.gov, Wikipedia · Checked on 19 October 2026

Written by AI Compare Ninja with AI assistance and edited by us. Every explanation is our own text.