The most common and most likely answer to this crossword clue is the 8 letter word ALKALOID
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Buddy explains!

The straight part
We know that "caffeine, maybe" is the straight/definition part of the clue. The straight part is often a synonym or definition, in this case caffeine, maybe = alkaloid.The cryptic/wordplay part
In cryptic crossword there's often an wordplay/cryptic part as well.This part involves a more complex hint, such as an anagram, homophone, hidden word, etc.
Sadly, We don't have an explanation for this specific crossword clue yet.
What does ALKALOID mean?
ALKALOID noun- Any of many organic heterocyclic bases that occur in nature and often have medicinal properties.
- Relating to, resembling, or containing alkali.