Where the workflow shifted
When AI tools crowd discovery platforms, users reward concrete before-and-after promises.
Tool names are not outcomes
The signal matters when it clarifies search intent, proof, and conversion action, not when it adds another traffic tactic.
Check permissions and failure
- Rewrite the first screen around user, pain, outcome, and difference
- Keep the test narrow: one priority page with clear topic, source links, internal links, and a conversion action
What still needs proof
Use this as a signal or index, not as final proof. Verify key facts through official pages or documentation. Keep the original source open so the announcement, the evidence, and this site's interpretation stay separate.