A reviewable GEO brief
The following is a proposed project framework, not a claim of completed client results. Deliverables and responsibilities must be agreed before work starts.
01 / Question and source register
Group real buyer questions into discovery, comparison and purchase decisions. For every observed answer, record the exact question, platform, date, language, market, cited URLs and whether the answer is accurate. Keep the original observation alongside the interpretation.
02 / Evidence and content plan
Map each information gap to an owned page or a relevant external source. Use approved specifications, implementation details, limitations and permissioned case evidence. Label examples as examples. Assign an owner and a review date to facts that can change.
03 / Measurement with a denominator
Report brand mentions, linked citations and factual accuracy separately. State the number of questions and runs, platforms and markets tested, and any sampling changes. Track referral visits and qualified enquiries independently. A small prompt sample does not describe the whole market.
04 / Change log and next decisions
Record which pages changed, why they changed and what evidence would count as improvement. Keep an unchanged comparison set where practical. Treat before-and-after observations as directional evidence, because platform changes and other marketing activity can affect the same period.
Research note: Ahrefs studied 75,000 brands and found associations between external brand mentions and AI visibility. Its sample filters and correlation method matter: this does not establish that buying mentions, adding pages or copying a competitor will cause more citations. We use such research to form questions, not to promise a percentage uplift.
Ahrefs: study and methodologyFrom the discussion to the source: Jan-Willem Bobbink’s X post points to research on cooperative content optimization. The linked AutoGEO paper investigates experimental optimization methods; it is not evidence of GreyWhale client outcomes or a universal commercial playbook.
X discussion · 30 April 2026 · Original research · AutoGEO