Let $I$ be a non-empty set. $\kappa_i$ is non-zero cardinal number for all $i \in I$.
If without AC, then $\prod_{i \in I}\kappa_i=0$ seems can be true(despite I still cannot believe it).
But what property should $I$ and $\kappa_i$ have?
Can $\prod_{i \in I}\kappa_i\ne 0$ be proved without AC when $I$ and each $\kappa_i$ all is well-orderable?
Conversely if $I$ is not well-orderable, or if some $\kappa_i$ is not well-orderable, is $\prod_{i \in I}\kappa_i=0$ definitely holds?
In its most general form, the axiom of choice can fail on a countable $I$ where $\kappa_i=2$ for all $i$. We can add assumptions, for example choice from countable families (countable choice), but then it could fail for a family of $\aleph_1$ disjoint pairs.
We could add the assumption that every family of finite sets has a choice function, but then it is still possible that a countable family of countable sets would have an empty product.
In some of the models, e.g. Cohen's first model, every well-ordered $I$ where $\kappa_i$ are well-ordered for $i\in I$ has a non-empty product. However, the axiom of countable choice fails. In fact there exists an infinite Dedekind-finite set of real numbers.
It is also known that we may assume that for every well-ordered family $I$ there exists a choice function, but this is consistent with the assumption that there is a set $A$ such that $\aleph_1\nleq|A|$ and $|A|\nleq\aleph_1$. We could then use $A$ to generate a family whose index set is not an ordinal, and whose product is empty.
Generally, the only properties you can deduce are these:
If you wish to point at specific sets, then you may deduce a bit more (e.g. there is no uniform to choose a structure on these sets), but generally just to assume something about the cardinalities is not sufficient.