In this puzzle, solvers often find themselves stuck when trying to categorize words that have multiple meanings or associations. For instance, the words "FLORIST" and "CATERER" can be easily identified as part of the wedding theme, but solvers may struggle with "OFFICIANT" if they are not familiar with the term or its role in a wedding. Similarly, the word "MIRTH" might cause confusion since it is less commonly used than the more straightforward "CHEER" or "GLEE," leading some to overlook its connection to merriment. These moments of uncertainty can hinder a solver's ability to quickly group words effectively and may lead to incorrect assumptions about the associations between terms.

To distinguish between the real groups and plausible decoys, solvers should focus on specific thematic connections that are strong and clear. For example, in the GREEN category, all words relate directly to elements typically involved in wedding planning, whereas the other categories have more abstract or less direct associations. The BLUE category is straightforward with its rhyming scheme, while the PURPLE category requires identification of a common phrase or concept, such as "BARBECUE PIT" or "TAR PIT," which can help solidify that grouping. Recognizing these themes will help solvers avoid mixing categories that might seem plausible at first glance but ultimately do not belong together.

One useful heuristic for future puzzles is to look for strong thematic ties among the words rather than just surface-level similarities. For instance, if a category seems to include a mix of roles and items, consider whether they are all related to a specific event or activity, like in the GREEN group. Another heuristic is to be cautious of words that may fit multiple categories; always double-check their most common associations before committing them to a group. This approach can help prevent misclassifications and streamline the grouping process.