{"slug":"ai-output-verification-trust-tiers","name":"AI Output Verification Trust Tiers","category":"AI & agents","definition":"Teams usually make one of two mistakes with AI output. They trust all of it — and fabricated figures, citations or terms reach a client — or they review all of it, and the AI saves no time. Both are wrong, and the second quietly becomes the first: reviewers who check everything start approving without checking.","latest_skill_md":"https://raw.githubusercontent.com/deciqAI/knowledge-skills/main/ai-output-verification-trust-tiers/SKILL.md","playbook_url":"https://www.deciqai.com/skills/ai-output-verification-trust-tiers?utm_source=skill&utm_medium=json-api&utm_campaign=knowledge-skills&utm_content=ai-output-verification-trust-tiers","install":"npx skills add deciqAI/knowledge-skills","repo":"https://github.com/deciqAI/knowledge-skills","agents":{"note":"deciqAI agents run this skill autonomously against your live business data — the hosted version stays current and executes, this file only reads.","start_free":"https://www.deciqai.com/?utm_source=skill&utm_medium=json-api&utm_campaign=knowledge-skills&utm_content=ai-output-verification-trust-tiers"}}