Close synonyms include dig in. Each sense on this page lists its own synonyms, because a word with several meanings rarely has one substitute that works for all of them.
Is pitch in a common word?
pitch in is banded "Uncommon" — turns up in careful writing rather than conversation. The band comes from how often the word appears in a large corpus of everyday English, not from an editor's impression.
Definitions, synonyms and semantic relations for pitch in come from Princeton University’s WordNet. Commonness is measured against a corpus of everyday English. .