| CPC G06F 16/2228 (2019.01) [G06F 16/22 (2019.01); G06F 16/2272 (2019.01); G06F 16/24549 (2019.01); G06F 18/2148 (2023.01); G06N 20/00 (2019.01)] | 20 Claims |

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1. A method, comprising:
pre-loading, into a memory, data shards comprising a plurality of indexes from indexing file content representative of a randomized sampling of the file content;
receiving a search query for searching the file content from a user via a user interface of a cloud-based service;
processing the search query with a trained artificial intelligence classifier trained to search indexing across the data shards to retrieve content responsive to the search query;
reading, from the memory, the data shards during the processing the search query by the trained artificial intelligence classifier; and
providing the content responsive to the search query.
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