Learning two languages at once: what the model can and cannot tell you
Adding the hours together is the easy part and it is not the question. The interference effect between similar languages has no published coefficient, so this model does not have one — here is what can be said instead.

"Can I learn Spanish and Italian at the same time?" arrives constantly, and most answers are confident in one direction or the other.
This model cannot answer it, and the reason is worth more than a confident guess.
What the model does know
The hours add up. Spanish to B2 with a tutor is about 460 hours. Italian is the same band and the same figure. Doing both is roughly 920 hours of study, and there is no discount for enthusiasm.
That is not trivial to state, because "at the same time" makes people think of parallelism. Study time is not parallel. An hour spent on Italian is an hour not spent on Spanish, and two languages at an hour a day is one language at thirty minutes a day, twice — which for most people means both projects slip into the five-year bracket.
Prior knowledge transfers, in one direction, with a measured discount. If you already speak Spanish at B1 or above, Italian is about 30% cheaper because they share a branch.
What the model does not know
The transfer discount is for a language you already have. It says nothing about learning two simultaneously from zero, and those are different situations.
The phenomenon people are actually asking about is interference: whether studying two similar languages at once causes them to blur — Spanish vocabulary surfacing in Italian sentences, grammar from one bleeding into the other.
Interference is a real and well-known phenomenon in the literature. I could not find a published coefficient for it, and without one there is nothing honest to put in the model. So there is nothing there: no simultaneous-learning input, no penalty, no bonus.
I would rather say that than invent 1.2 and let the tool return a number with the same visual weight as the FSI baseline. That is the difference between a figure and a guess, and this model has shipped enough guesses dressed as figures.
What can be said without a coefficient
Three things, none of which are model output, all of which follow from things the model does encode.
The similar-language case is the risky one and the cheap one at the same time. Spanish and Italian share the most vocabulary — that is exactly why they interfere and exactly why the transfer discount is large. Spanish and Japanese would not interfere at all, and would also share nothing.
Sequential is strictly cheaper than simultaneous for close pairs. Get Spanish to B1, then start Italian, and you collect the full 30% transfer discount on the second one. Start both at zero and neither can discount the other, because neither is there yet. The total hours are lower in the sequential order, and that follows from the model even though simultaneous study is not in it.
Splitting time makes both projects long enough for attrition to matter. The dominant risk in language learning is not interference, it is stopping. Two half-speed projects give you two chances to hit a discouraging plateau, and the plateau arrives on schedule in both.
The practical answer
If the pair is unrelated and you genuinely have the time for both, the model has no objection beyond the arithmetic.
If the pair is close — Spanish and Italian, Dutch and German — sequential is the version the model can actually endorse, because the transfer discount is real, measured, and only available in that order.
And if you are asking because you cannot decide which one to start, that is a different question with a better answer: pick either, get to B1, and you will be in a strictly better position to learn the other than you are today.
Sources
Every figure above, and where it came from. A post that traces other people's unsourced numbers does not get to have any of its own.
- Foreign Language Training — US Department of State, Foreign Service Institute
The class-hour bands every estimate on this site starts from, and the definition of the proficiency they lead to (ILR Speaking-3 / Reading-3).
- FSI Language Difficulty Ranking — fsi-language-courses.org
Which languages sit in which band. The State Department publishes the categories as an image, so per-language assignment comes from independent reproductions that agree with each other and with the official hour bands.