As the current wave of Artificial Intelligence apps continue to gain routine use, do we really trust them?

If not, here's a way of improving trust.  Write the apps in Executable English [1], so that they can explain their results and actions at the end user level.

What other approaches are there?

[1]  http://www.astd.org/Publications/Magazines/The-Public-Manager/Archi...