Different applications deliberately announce different information. Compare the same kind of item and the same action before treating that difference as a fault. An explicit request for detail can also speak more than automatic feedback without ignoring the saved automatic policy.
If the problem is too much speech, first identify what was added. Automatic application content belongs to its focused speech settings. Training adds explanations across buffers; inspect its current state in C-e H r before changing it. Extra labels can come from Presentation Options or rules. Speech that arrives independently may be a notification; use notification routing to understand that stream rather than treating it as part of the line you are reading.
Integration speech settings explains the different saving boundaries. Use the application’s own chapter for automatic-speech limits and privacy; do not assume the same key or background setting has the same effect in EAT, Shell/comint, Notmuch and Agent Shell.