First, look through all of your Server logs and try to figure out if you can pinpoint what's triggering it. Maybe you can make a configuration change that you can modify to get rid of the problem.
What service release are you using of version 10? Sometimes issues are cleared up in later service releases.
As last resort, call QlikTech Support. "Internal inconsistency" errors sometimes are due to a product bug.