You're looking for a precision cut, with a non-precision tool. 

It's better to cut the piece slightly larger than what you need, and sand/plane to the final dimensions.  This will allow you to compensate for blade wiggle, blade bevel, human error, chip out, etc. 

The old adage should go *Measure twice, cut once, sand to fit*.