diff --git a/changelog.d/12808.feature b/changelog.d/12808.feature
new file mode 100644
index 0000000000..561c8b9d34
--- /dev/null
+++ b/changelog.d/12808.feature
@@ -0,0 +1 @@
+Update to `check_event_for_spam`. Deprecate the current callback signature, replace it with a new signature that is both less ambiguous (replacing booleans with explicit allow/block) and more powerful (ability to return explicit error codes).
\ No newline at end of file
diff --git a/changelog.d/12846.misc b/changelog.d/12846.misc
new file mode 100644
index 0000000000..f72d3d2bea
--- /dev/null
+++ b/changelog.d/12846.misc
@@ -0,0 +1 @@
+Experimental: expand `check_event_for_spam` with ability to return additional fields. This enables spam-checker implementations to experiment with mechanisms to give users more information about why they are blocked and whether any action is needed from them to be unblocked.
\ No newline at end of file
diff --git a/synapse/api/errors.py b/synapse/api/errors.py
index 05e96843cf..54268e0889 100644
--- a/synapse/api/errors.py
+++ b/synapse/api/errors.py
@@ -146,7 +146,13 @@ class SynapseError(CodeMessageException):
         errcode: Matrix error code e.g 'M_FORBIDDEN'
     """
 
-    def __init__(self, code: int, msg: str, errcode: str = Codes.UNKNOWN):
+    def __init__(
+        self,
+        code: int,
+        msg: str,
+        errcode: str = Codes.UNKNOWN,
+        additional_fields: Optional[Dict] = None,
+    ):
         """Constructs a synapse error.
 
         Args:
@@ -156,9 +162,13 @@ class SynapseError(CodeMessageException):
         """
         super().__init__(code, msg)
         self.errcode = errcode
+        if additional_fields is None:
+            self._additional_fields: Dict = {}
+        else:
+            self._additional_fields = dict(additional_fields)
 
     def error_dict(self) -> "JsonDict":
-        return cs_error(self.msg, self.errcode)
+        return cs_error(self.msg, self.errcode, **self._additional_fields)
 
 
 class InvalidAPICallError(SynapseError):
@@ -183,14 +193,7 @@ class ProxiedRequestError(SynapseError):
         errcode: str = Codes.UNKNOWN,
         additional_fields: Optional[Dict] = None,
     ):
-        super().__init__(code, msg, errcode)
-        if additional_fields is None:
-            self._additional_fields: Dict = {}
-        else:
-            self._additional_fields = dict(additional_fields)
-
-    def error_dict(self) -> "JsonDict":
-        return cs_error(self.msg, self.errcode, **self._additional_fields)
+        super().__init__(code, msg, errcode, additional_fields)
 
 
 class ConsentNotGivenError(SynapseError):
diff --git a/synapse/events/spamcheck.py b/synapse/events/spamcheck.py
index 7984874e21..82998ca490 100644
--- a/synapse/events/spamcheck.py
+++ b/synapse/events/spamcheck.py
@@ -21,6 +21,7 @@ from typing import (
     Awaitable,
     Callable,
     Collection,
+    Dict,
     List,
     Optional,
     Tuple,
@@ -41,13 +42,17 @@ if TYPE_CHECKING:
 
 logger = logging.getLogger(__name__)
 
-
 CHECK_EVENT_FOR_SPAM_CALLBACK = Callable[
     ["synapse.events.EventBase"],
     Awaitable[
         Union[
             Allow,
             Codes,
+            # Highly experimental, not officially part of the spamchecker API, may
+            # disappear without warning depending on the results of ongoing
+            # experiments.
+            # Use this to return additional information as part of an error.
+            Tuple[Codes, Dict],
             # Deprecated
             bool,
             # Deprecated
@@ -270,7 +275,7 @@ class SpamChecker:
 
     async def check_event_for_spam(
         self, event: "synapse.events.EventBase"
-    ) -> Union[Decision, str]:
+    ) -> Union[Decision, Tuple[Codes, Dict], str]:
         """Checks if a given event is considered "spammy" by this server.
 
         If the server considers an event spammy, then it will be rejected if
@@ -293,9 +298,9 @@ class SpamChecker:
             with Measure(
                 self.clock, "{}.{}".format(callback.__module__, callback.__qualname__)
             ):
-                res: Union[Decision, str, bool] = await delay_cancellation(
-                    callback(event)
-                )
+                res: Union[
+                    Decision, Tuple[Codes, Dict], str, bool
+                ] = await delay_cancellation(callback(event))
                 if res is False or res is Allow.ALLOW:
                     # This spam-checker accepts the event.
                     # Other spam-checkers may reject it, though.
@@ -305,8 +310,9 @@ class SpamChecker:
                     # return value `True`
                     return Codes.FORBIDDEN
                 else:
-                    # This spam-checker rejects the event either with a `str`
-                    # or with a `Codes`. In either case, we stop here.
+                    # This spam-checker rejects the event either with a `str`,
+                    # with a `Codes` or with a `Tuple[Codes, Dict]`. In either
+                    # case, we stop here.
                     return res
 
         # No spam-checker has rejected the event, let it pass.
diff --git a/synapse/handlers/message.py b/synapse/handlers/message.py
index 7ca126dbd1..38b71a2c96 100644
--- a/synapse/handlers/message.py
+++ b/synapse/handlers/message.py
@@ -895,6 +895,21 @@ class EventCreationHandler:
 
             spam_check = await self.spam_checker.check_event_for_spam(event)
             if spam_check is not synapse.spam_checker_api.Allow.ALLOW:
+                if isinstance(spam_check, tuple):
+                    try:
+                        [code, dict] = spam_check
+                        raise SynapseError(
+                            403,
+                            "This message had been rejected as probable spam",
+                            code,
+                            dict,
+                        )
+                    except ValueError:
+                        logger.error(
+                            "Spam-check module returned invalid error value. Expecting [code, dict], got %s",
+                            spam_check,
+                        )
+                        spam_check = Codes.FORBIDDEN
                 raise SynapseError(
                     403, "This message had been rejected as probable spam", spam_check
                 )