Enhancing search query assessments via a search query similarity index

A search platform system for advanced search queries, comprising a processing system that includes one or more processors and one or more memories coupled with the one or more processors, the processing system configured to cause the system to:

• receive, by a processing device, a set of search queries;
• generate, by the processing device, user inputs comprising a cluster similarity score for the set of search queries based on a similarity index, wherein the similarity index is configured to consider each search term of one or more search queries of the set of search queries;
• determine, by the processing device, based on the cluster similarity score, a success outcome of the set of search queries, wherein the determination of the success outcome is independent of user interactions;
• retrieve search data from a database, wherein the search data is based on the cluster similarity score, the success outcome, or other scores or metrics associated with the set of search queries;
• and
• automatically replace at least one search term of at least one search query of the one or more search queries based on the search data to generate at least one improved search result.

One or more non-transitory computer-readable media comprising executable instructions that, when executed by one or more processors, perform operations comprising:

• receiving, by a processing device, user inputs comprising a set of search queries;
• generating, by the processing device, a cluster similarity score for the set of search queries based on a similarity index, wherein the similarity index is configured to consider each search term of one or more search queries of the set of search queries;
• determining, by the processing device, based on the cluster similarity score, a success outcome of the set of search queries, wherein the determining of the success outcome is independent of user interactions;
• retrieving search data from a database, wherein the search data is based on the cluster similarity score, the success outcome, or other scores or metrics associated with the set of search queries;
• and
• automatically replacing at least one search term of at least one search query of the one or more search queries based on the search data to generate at least one improved search result.