Gemini gives a completely different description of my CEO than Google web results. What’s going on?

This is a common diagnostic question and the answer is structural. Gemini draws heavily from the Knowledge Graph and Wikipedia when describing a person, so its CEO description will track closely to those two sources. Google web results – the standard ten-blue-links page – reflect the broader index, including recent news, industry coverage, and owned properties that may not be reflected in Wikipedia yet. If the Wikipedia article is incomplete or outdated and the broader web has moved on, Gemini will describe the executive according to the older Wikipedia version while Google web results show the newer reality. The fix is engine-specific. Updating Wikipedia and the Knowledge Graph entry brings Gemini into alignment; if the gap is the other direction (Wikipedia is current but Google results are stale), the work targets the underlying coverage and owned content. AIQ™ isolates which engine is anchored where.