Actian is likely to be cited for evaluation-stage queries (e.g., “Actian vs Collibra”) because it has first-party comparison content and publicly accessible pricing for at least one product (Actian AI Analyst). The biggest AI-citation risk is that G2 review volume is extremely low for Actian Data Platform (only 4 reviews and G2 explicitly says there aren’t enough reviews for buying insight), which will suppress “best [category] software” and shortlist-style citations; the single highest-ROI fix is to expand/strengthen G2 review coverage for the core Actian products that match the category queries buyers ask.