Systems and methods for fuzzy search without full text

A system comprising:

• one or more processors;
• and
• a non-transitory computer-readable storage medium containing instructions which, when executed on the one or more processors, cause the one or more processors to perform operations including:
• receive a query comprising at least one search term;
• determine, based on a fuzzy search of words from a message history and the at least one search term, one or more words from the message history;
• generate one or more search tokens from the one or more words, the one or more search tokens comprising encrypted versions of the one or more words and one or more pointers identifying locations or contexts of the one or more words;
• and
• provide the one or more search tokens to a search service.

A non-transitory machine-readable storage medium, including instructions which when executed by at least one processor, causes the at least one processor to:

• receive a query comprising at least one search term;
• determine, based on a fuzzy search of words from a message history and the at least one search term, one or more words from the message history;
• generate one or more search tokens from the one or more words, the one or more search tokens comprising encrypted versions of the one or more words and one or more pointers identifying locations or contexts of the one or more words;
• and
• provide the one or more search tokens to a search service.