A cited URL should still lead a reader to the information it promises.
Inventory important destinations
Collect observed citation URLs, high-value referral landing pages, and pages supporting important buying questions. Record what each page is supposed to explain. During a migration, that purpose matters more than merely preserving an identical path.
Keep an explicit mapping from old URLs to appropriate destinations. An obsolete pricing explanation needs current commercial information, not an unrelated homepage redirect. Preserve qualifications and important context in the replacement.
Test the actual journey
Check response codes, redirect chains, final destinations, internal links, and page content. A redirect that technically works can still fail the reader if it drops the relevant answer. Test important paths after deployment, not only in a local build.
Review canonical declarations and duplicate pages through your established technical SEO process. Ensure that the intended canonical page contains the information the reader needs. Do not make an AI-specific canonical change without understanding its effect on normal discovery.
Handle obsolete information honestly
When content is replaced, provide a relevant current destination or a clear archival explanation where appropriate. Correct outdated product claims. Avoid preserving a competitor’s research title as if it were your own story merely to maintain a route.
Update internal links and public navigation so readers find current material directly. Record the migration in your measurement change log; a URL change can affect how citations are grouped even before the answer content changes.
Observe after the release
Verify that important cited links still resolve and the final page is useful. Then inspect later observations for changed URLs, persistent obsolete citations, or unexpected omissions. Keep technical availability and answer representation as separate outcomes.
Maintain the mapping as part of publishing operations. A useful citation can become a dead end months after the campaign that earned it, so link maintenance should outlive the launch.
