
AI Search Recovery
Ending SGE vs Paid Shopping Cannibalization
SGE and paid shopping often chase the same buyer, so you pay twice. Here is how to measure incrementality and coordinate earned AI citations with paid spend.
Lawrence Dauchy··4 min
Rectificatie
Wij, Nivk, verklaren hierbij het volgende: Op onze website, alsmede op onze overige online kanalen en uitingen, hebben wij in de periode van 1 maart tot 20 april 2026 gebruikgemaakt van content die auteursrechtelijk toebehoort aan WP SEO Oy en WP SEO AI B.V. Om die reden is onze content gewijzigd.
2 posts tagged Incrementality: Shopify SEO and GEO guides, playbooks and research from the Nivk.com team.

SGE and paid shopping often chase the same buyer, so you pay twice. Here is how to measure incrementality and coordinate earned AI citations with paid spend.

Last-click hides what GEO actually earns. Use holdout and geo experiments to prove the incremental lift of answer-engine work against Meta ads.