GETTING TEAMS
ALIGNED
Content operations improvements fail more often because of organisational dynamics than because of technical limitations. Getting teams aligned around AEO and GEO, and keeping them aligned as the programme evolves, requires deliberate attention to governance, metrics, and change management.
Shared metrics before shared tools
The most effective starting point for cross-functional alignment is not a new platform or a new process. It is a set of shared metrics that give different teams a common language and a common goal. Without shared metrics, ecommerce optimises for conversion, marketing optimises for brand engagement, and data teams optimise for completeness - and none of these individually produces AEO and GEO visibility.
Metrics worth aligning around include:
Share of voice by category
How often does your brand appear in AI-generated responses for your key product categories?
Recommendation frequency
For specific high-intent queries, how reliably is your product included in the answer?
Attribute completeness score
What percentage of your product catalogue has complete, consistent, structured attributes across all channels?
Content consistency index
How well does your product description, claims, and taxonomy align across your CMS, PIM, retailer feeds, and brand assets?
Clear ownership at every level
Shared metrics need shared accountability. In practice, this means defining who owns each element of the content and data chain; not just at the programme level, but at the component level.
- Who is responsible for the accuracy of product attributes in the PIM?
- Who owns schema markup?
- Who approves claims before they are distributed to retailer feeds?
- Who monitors AI visibility and triggers content updates when performance drops?
A RACI model built around these responsibilities, applied consistently across the programme, is a practical tool for turning cross-functional intent into operational reality. It also surfaces the ownership gaps (the areas where nobody currently has clear accountability) that are often the most important things to resolve first.
Education before alignment
A point worth emphasising: AEO and GEO are genuinely new. Most people in most organisations (including senior leaders who need to sponsor the programme) do not yet have a working understanding of how these engines function or why it matters. Attempting to drive cross-functional alignment without first building that understanding tends to produce shallow commitment that evaporates when competing priorities arrive.
Before building governance structures and shared KPIs, invest in education. Make it real and concrete: show your teams what happens when they query your products in an AI assistant. Show them what a competitor looks like versus what you look like. Show them where the gaps are and why they exist. That kind of direct, visible evidence is more persuasive than any framework document.
