Prevent common distortions before models repeat them
Students can recognize common GEO pitfalls and prevent source changes that make supplier identity easier to distort.
What this lecture covers
This lecture studies mistakes: copying distributor language, over-broad category pages, unsupported comparison claims, blocked technical pages, and old catalogues that still carry the clearest wording. The aim is prevention, because a clean-looking content update can still make the evidence base worse.