Dear Martin,
the "fast" algorithm will still determine the best insertion location along the branch, just that it will only do that for a set of promising candidate branches.
I recommend that you try EPA-ng, a complete re-implementation of the old EPA that is much faster. There you can also run the algorithm without the heuristic preplacement (what makes the fast mode fast) using the "--no-heur" flag. You can find the program here: https://github.com/Pbdas/epa-ng
Feel free to keep reaching out if you need help with the program, either here or on the dedicated phylogenetic placement group: https://groups.google.com/g/phylogenetic-placement
All the best,
Pierre
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