What is self-healing AI copy?
Self-healing AI copy is generated text that receives an automated check and a revision when the check finds a problem. In Sorzio, optional output verification can run one groundedness revision pass against available context. It can help surface unsupported content, but it does not guarantee accuracy or replace a human review.
How does the revision pass work?
Provide source context and an instruction that tells the model what to do when information is absent. With verifyOutput: true, Sorzio can check the generated output for groundedness and run one revision pass. The extra model work can add cost, so inspect the estimate and sample output for your configuration.
| Step | Purpose |
|---|---|
| Generate | Draft from the supplied prompt and source context |
| Check | Evaluate whether output is grounded in that context |
| Revise once | Address a detected grounding problem |
| Review | A person checks claims, tone, and suitability |
A relevant source can still be outdated, incomplete, or wrong. Review citations and important claims before sharing personalized copy or a prospect microsite.