Definition
Generative search optimization focuses on making content easy for AI systems to retrieve and summarize—often by improving structure, clarity, and supporting data.
How it differs from traditional SEO
- Emphasizes answer-ready chunks (H2 sections, FAQs)
- Relies on clear entity definitions
- Benefits from structured product data
What matters most for product content
For commerce, structured attributes, consistent taxonomy, and clear source-of-truth governance are critical inputs for AI search.
Common pitfalls
- Over-optimizing for keywords instead of clarity
- Thin pages with repeated phrasing
- Missing structured data