Concepts

Scale AI output verification to stakes: skim for brainstorming, spot-check for communications, verify every claim for publication

For high-stakes AI outputs, adopt a three-tier verification intensity: skim for low-stakes brainstorming, spot-check key claims for medium-stakes communications, and verify every substantive claim for high-stakes published or production content.