A method and system for enhanced tuning of search engine parameters includes receiving a search parameter at a search engine. The search engine is equipped with a plurality of tunable knobs set at an initial setting. A search result having a plurality of result objects is generated for the search parameter based on the initial setting of the plurality of tunable knobs. A relevancy score is associated with each of the result objects in the generated search result and the search result is presented at an user interface. The search engine identifies one or more result objects from the presented search result that are not selected over time. The relevancy score of the identified non-selected result objects are adjusted dynamically. The plurality of tunable knobs in the search engine are tuned using one or more search algorithms to obtain optimal search result based on the adjusted relevancy scores and the non-selected result objects.