Analyze mode checks whether a result is statistically significant. Plan mode estimates how many visitors you need before starting.
The probability that a true difference will not be called significant by chance alone. 95% (alpha = 0.05) is the most common threshold.
Two-sided tests for any difference (more conservative). One-sided tests only for an improvement in the expected direction.