Scanners often produce rough output. Normalizing means converting that output into data that OpenKAT can understand and compare in a fixed way.
This is important because OpenKAT wants to combine information from different sources. Only when data is neatly structured can you link it to objects, findings, standards and timelines.
Also read What does evidence-based security mean?.