How does user context influence AI recommendations?
Imagine two buyers asking ChatGPT the same question about the best CRM software.
One manages a startup with five employees and needs affordable software with a simple setup. The other works at a large enterprise that needs advanced reporting, security controls, and integrations with existing systems.
Even when both buyers ask the same initial question, their recommendations can differ if ChatGPT has access to these details through the conversation or available personalization settings.
This has an interesting implication for brands. Visibility can depend on how closely a product matches the requirements of the person asking.
A CRM provider might be recommended frequently for startups while another appears more often for enterprise buyers. Both could have strong visibility within their target markets.
When measuring AI search performance, should brands track recommendations separately for each customer segment?
Replies
I'd keep the question fixed and vary just the buyer profile in fresh chats. Track whether the recommendation fits that profile, not only whether your brand appears. An enterprise recommendation for a solo founder could look like visibility but still be a poor match.
@al_kub agree. that's why we have a Persona sub-set within the prompt set that curates questions featuring your ICP.
Yes, per segment, and I'd add one step before measuring: check what you've told the models about who you're for. If your site, docs and comparison pages never say "for small teams" or "for enterprise", the model has to guess the fit, and it usually guesses from whoever describes you most often, which might not be you.
So segment tracking ends up showing two different problems: segments where you're missing because the product doesn't fit, and segments where you're missing because nothing you published says it fits. Only the second one is fixable with content.
@famitha Fair points.
How i read it is, that at any given pt of time, you have multiple things you can focus on. Depending on the use case, and the critical factors for that, you create your plan and stick to it
Yes, and the third-party profiles count as much as your own site. When I ran buyer questions for my own practice, most citations came from directories and listing sites. If those profiles don't spell out who you serve, including segment, location and language, the model has very little to match on.