This invention relates to generating benchmarks without the need for executing the application on a specific benchmarking platform or by testing the application against known inputs and outputs. Instead, the system, in an embodiment, allows for source code comparisons to known systems to predict performance. The benchmarking can be done for varying deployment platforms and various usage patterns. The source code comparison process allows for fast performance prediction by using a distance vector.