Yes, its pretty standard stuff. Most 3D applications our there can do this. Since the nomenclature of 3d applications is not standardized, the tool has different names in different applications: Loft (Maya, 3DSMax), Blend (Creo, Catia...) and so on.

Image 1: Blend between 3 curves, not closed but same principle applies. Open curves are easier as they clearly define the boundary conditions. (software used is Creo because that's what I had open)
You usually want the first edge be from a surface edge because otherwise you will lose the tangency info. But nothing prevents you from using a natural tangent direction, you just lose control. Also you need to pay attention to how you intend the curves to connect (what point connects to what point).
Personally I prefer drawing the hull or using some of the network based tools. This way allow you to specify control curves in 2 directions, thus giving control of what to connect where and how it should work mid run.

Image 2: Curve network.
There are many ways to do this, infinite ways in fact. Also if you want to be compatible with other mainstream CAD apps use NURBS instead of beziers than its easier for you to write a exporter/importer if your data set is rich enough. Beziers are just special cases of NURBS after all so your code itself should not need to change all that much (fitting also gets easier).
What you do is simply fit a curve trough your points in the second direction this will then give you the corresponding hull in the other direction. In your case you could just make a Bezier patch for each segment and then try to deduce a natural tangent direction.
One way
Like I said theres a infinite ways of constructing these, you have an artistic freedom of doing whatever you see fit it's a over constrained problem. One way of constructing this would be to have a patch for each consecutive cross section. This is nice and tidy as it generalizes works well with an arbitrary number of cross sections.

Image 3: Example of deriving one row for 2 consecutive bezier spans.
First recognize there are 3 cases (ill cover 2):
- Free edges,
- Internal edges,
- External constraint.
I'll cover 1 and 2. First the Internal edge as its simple you want it to be smooth so the tangent length and direction in both patches must match. If that's not true then its not sufficiently continuous. You could simply take that this is the furthest point from the surrounding patches control points and due to mean value theorem it should have a tangent direction perpendicular to these (Line A-C is parallel with D-E). The tangent length should be about 1/3 of the length of the distance to the adjoining vertices (A-B or A-C, in this case the shorter of the spans. It could be longer or average. though that could pose problems). Obviously if you have more spans just repeat for one span forward and after for more internal spans if needed.
For free edges find the point on the perpendicular line that is as far from the point as half distance between the points (length B-D is equal to length (A-B)/2 and length B-E is equal to length (B-D)/2). The free tangent points towards this point. The length of the tangent is as long as one third of corresponding point difference (length (A-B)/3 and (B-C)/3). Obviously the distances and points could be arbitrary but these are somewhat natural.
Repeat for next point sequence in line and next and next. You end up with 2 spans that means 2 times 16 points. There are other ways but this is relatively easy to convert into a visual form without going into deeper maths. But this is pretty well known math you can find many ways to form these by searching in literature.