Connecting CMS AI features to editorial work
Benchmark one task such as classification, summaries or translation. Compare time saved with review and rework before increasing investment.
Putting ai workflows into practice
Generated output may omit information or introduce unsupported statements. Separate model output, human approval and execution; a recommendation does not grant release authority.
Checking the result
Test both sufficient and incomplete inputs and compare accuracy, omissions, rework and stopping behaviour. Verify sources and commitments before public release.
