"* [Add examples to prompt](/docs/use_cases/query_analysis/few_shot): As our query analysis becomes more complex, adding examples to the prompt can meaningfully improve performance.\n",
"* [Add examples to prompt](/docs/use_cases/query_analysis/how_to/few_shot): As our query analysis becomes more complex, adding examples to the prompt can meaningfully improve performance.\n",
"* [Deal with High Cardinality Categoricals](/docs/use_cases/query_analysis/high_cardinality): Many structured queries you will create will involve categorical variables. When there are a lot of potential values there, it can be difficult to do this correctly.\n",
"* [Deal with High Cardinality Categoricals](/docs/use_cases/query_analysis/how_to/high_cardinality): Many structured queries you will create will involve categorical variables. When there are a lot of potential values there, it can be difficult to do this correctly.\n",
"* [Construct Filters](/docs/use_cases/query_analysis/constructing-filters): This guide covers how to go from a Pydantic model to a filters in the query language specific to the vectorstore you are working with\n",
"* [Construct Filters](/docs/use_cases/query_analysis/how_to/constructing-filters): This guide covers how to go from a Pydantic model to a filters in the query language specific to the vectorstore you are working with\n",
"* [Handle Multiple Queries](/docs/use_cases/query_analysis/multiple_queries): Some query analysis techniques generate multiple queries. This guide handles how to pass them all to the retriever.\n",
"* [Handle Multiple Queries](/docs/use_cases/query_analysis/how_to/multiple_queries): Some query analysis techniques generate multiple queries. This guide handles how to pass them all to the retriever.\n",
"* [Handle No Queries](/docs/use_cases/query_analysis/no_queries): Some query analysis techniques may not generate a query at all. This guide handles how to gracefully handle those situations\n",
"* [Handle No Queries](/docs/use_cases/query_analysis/how_to/no_queries): Some query analysis techniques may not generate a query at all. This guide handles how to gracefully handle those situations\n",
"* [Handle Multiple Retrievers](/docs/use_cases/query_analysis/multiple_retrievers): Some query analysis techniques involve routing between multiple retrievers. This guide covers how to handle that gracefully"
"* [Handle Multiple Retrievers](/docs/use_cases/query_analysis/how_to/multiple_retrievers): Some query analysis techniques involve routing between multiple retrievers. This guide covers how to handle that gracefully"