We consider the notion of
monotonic independence in a more general frame, similar to the construction of
operator-valued free probability. The paper presents constructions for maps with
similar properties to the H and K transforms from the literature, semi-inner-product
bimodule analogues for the monotone and weakly monotone product of Hilbert
spaces, an ad-hoc version of the Central Limit Theorem, an operator-valued
arcsine distribution as well as a connection to operator-valued conditional
freeness.