Although Tesseract is one of the more accurate free OCR engines, the last time I tried it a couple of years ago it was rather inaccurate. After trying some other open source libraries, we faced similar problems with the other free OCR engines and winded up using leadtools that provided faster and more accurate results.
You can see an example in the following article:
Minimum OCR demo