A routability optimization engine comprising a hotspot prediction engine to predict locations of a plurality of hotspots in a circuit layout based on a machine learning system, a white space calculator to calculate white space around each of the plurality of hotspots, and a cell spreader engine to redistribute white space around each of the plurality of hotspots to improve routability of the circuit layout.