AI safety

Safety systems block disallowed content and sometimes refuse whole categories. They can suppress your brand on sensitive prompts.

If you sell in a gray area, expect hedges. Clear, adult copy on your site still helps when the model does answer.

Safety is not a competitor sabotaging you.

Examples

A supplements brand gets refused on medical-cure prompts and recommended on “taste” prompts. Split the prompt set.

Alignment is the attempt to make models do what humans intend. It affects which sources a model treats as safe to quote.

Malicious text that tries to override a model’s instructions. A security issue for agents. Not a GEO growth hack.

Google’s label for content that can hurt you if it’s wrong: health, money, safety. AI systems are extra twitchy here.

Can I appeal a refusal? +

Not really as a marketer. Reframe to a legitimate use the model will discuss, and keep claims conservative.

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