Software buyers don't browse — they evaluate.
AI answers, comparisons, and recommendations now shape shortlists before demos happen.
Crowded categories
Lookalike positioning
SEO fatigue
AI answers replacing search flows
Control how products are framed in AI answers
Own comparison and "best for X" questions
Align paid, content, and conversion paths
Enter deals earlier in the decision cycle