For ecommerce operators, 2026's biggest content shift is AI personalization. Traditional search shows the same results to everyone; AI search personalizes based on user history and preferences.
| Stage | Intent | Query Example | Best Content | AI Citation | Conversion |
|---|---|---|---|---|---|
| Awareness | Learn | "what is XX" | Trends, education | 12% | 0.8% |
| Consideration | Compare | "XX vs YY" | Comparisons, guides | 28% | 2.4% |
| Decision | Buy | "XX review" | Reviews, tutorials | 18% | 4.2% |
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