A system serves web pages and/or software application pages with digital ads to client devices by determining viewability scores for individual ad insertion spaces on the pages. The system determines viewability scores for each field based on the time at which at least a threshold percentage or ratio of the field's pixels where viewable and not off-screen or obscured by another open window. The system then selects digital ads to serve to each field based on the field's viewability score.