What's the best advice/tactics you have on making identified savings become realised savings?

It's a common problem that the identified savings as a result of a sourcing project don't materialise to match the value when it comes to realised savings through the contract life-cycle. What top tips would do you have to make sure the difference between identified savings and realised savings is minimal?