Based on artificial intelligence technology, this paper integrates ideological and political education with “Sanxin” party building and uses mean density center estimation to get the correlation degree between user data metric words and educational documents. Combined with the fuzzy genetic algorithm to calculate the corresponding positional weights of various words, the information matching is realized through the similarity function, and the K-means clustering algorithm is used to effectively predict the learning behavior of party members. The highest number of course visits to the intelligent ideological and political education platform reached 880, and the highest number of readers of educational articles with party building reached 4,700. The integration of ideological and political education and the “Sanxin” party building enables the party members to establish the correct value of life and promotes the long-term development of new economic organizations, new social organizations, and new employment groups.