Marketing teams
Brand, demand, category, and insights
Use the findings beside pipeline, brand tracking, and customer research. The audits show whether AI models understand your offer, where important buyer reactions differ, and whether a proposed category position may be less open than it looks.
Bring a finding to a quarterly or product review as a clearly stated risk to investigate, not as a campaign idea or a promise of future revenue.