Practical Guides

On-site vs Off-site improvements: what's the difference

2026-03-20Reading time 3min
Key point

When companies want to improve AI perception, most think first about fixing their official website. That is the right starting point, but distinguishing between on-site and off-site is important

Why starting with the official site makes sense

When companies want to improve how AI describes them, most think first about fixing their official website. That is the right starting point. Google has explained that there are no special new requirements for AI Overviews or AI Mode — existing search best practices remain important. Presenting important content in text, making it discoverable through internal links, and aligning structured data with visible text all continue to matter. Even in the AI era, starting with the official site carries significant value

The difference between on-site and off-site

The distinction worth clarifying is between on-site and off-site. On-site refers to improvements within the official website and information you control — adding FAQs, building comparison tables, clarifying definitions, consolidating key information. Off-site refers to improvements in the external information environment — comparison sites, reviews, industry directories, third-party articles, and news. OpenAI explains that web search allows models to access the latest internet information with sourced citations. This means AI descriptions are connected not just to official sites, but to external web information as well

Different causes require different actions

The reason to distinguish between the two is that causes and actions differ. For example, vague product definitions, missing FAQs, and unclear target users are on-site issues. But when outdated third-party articles dominate, comparison site descriptions become the AI default, or external review narratives are strong — these are off-site influences. Confusing the two leads to misaligned efforts: endlessly fixing the official site when external factors dominate, or focusing on external strategy when the on-site foundation is weak

Strengthening the official explanation framework

That said, on-site and off-site are not entirely separate. Following Google's guidance — presenting key content in text, making it discoverable through internal links, and aligning visible text with structured data — strengthens the likelihood that official explanations are adopted. Even when off-site influence is strong, on-site improvements are not pointless. In fact, strengthening the official explanation framework makes it harder for external narratives to take over

The Vaipm perspective

Vaipm organizes this distinction within its Actions capability. It helps determine whether AI perception issues originate on-site, off-site, or both — and where to start

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