__( 'Find lookalike customers', 'ai-eshop-optimizer' ), 'description' => __( "Given a customer, return the top-N most similar customers by priority-inference distance (same feature vector the nightly k-NN job uses). All identifiers pseudonymous (`Customer #N`).", 'ai-eshop-optimizer' ), 'category' => \AIEO\Claude\Bootstrap::CATEGORY, 'input_schema' => self::input_schema(), 'output_schema' => array( 'type' => 'object' ), 'execute_callback' => array( __CLASS__, 'execute' ), 'permission_callback' => array( __CLASS__, 'permission_check' ), 'meta' => array( 'annotations' => array( 'readonly' => true, 'idempotent' => true, ), 'show_in_rest' => true, ), ) ); } public static function permission_check( $input = null ) { unset( $input ); return current_user_can( 'manage_woocommerce' ); } private static function input_schema() { return array( 'default' => array(), 'type' => 'object', 'required' => array( 'customer_id' ), 'properties' => array( 'customer_id' => array( 'type' => 'integer', 'minimum' => 1, ), 'n' => array( 'type' => 'integer', 'minimum' => 1, 'maximum' => 50, 'default' => 10, ), ), ); } public static function execute( $input ) { $input = is_array( $input ) ? $input : array(); $user_id = isset( $input['customer_id'] ) ? (int) $input['customer_id'] : 0; $n = isset( $input['n'] ) ? (int) $input['n'] : 10; if ( $user_id <= 0 ) { return new \WP_Error( 'aieo_invalid_input', __( 'customer_id is required.', 'ai-eshop-optimizer' ) ); } if ( ! class_exists( 'AIEO_DMM_Surveys' ) ) { return new \WP_Error( 'aieo_unavailable', __( 'AIEO_DMM_Surveys not available.', 'ai-eshop-optimizer' ) ); } $neighbours = \AIEO_DMM_Surveys::find_customer_lookalikes( $user_id, $n ); return array( 'anchor' => array( 'customer_id' => $user_id, 'pseudonym' => 'Customer #' . $user_id, ), 'neighbours' => $neighbours, 'n_requested' => $n, 'distance' => 'euclidean on knn_feature_vector', ); } }