diff --git a/src/pip/_internal/resolution/resolvelib/provider.py b/src/pip/_internal/resolution/resolvelib/provider.py
index b554ce83862..24785f5039f 100644
--- a/src/pip/_internal/resolution/resolvelib/provider.py
+++ b/src/pip/_internal/resolution/resolvelib/provider.py
@@ -18,6 +18,7 @@
 from .factory import Factory
 
 if TYPE_CHECKING:
+    from pip._vendor.packaging.specifiers import SpecifierSet
     from pip._vendor.resolvelib.providers import Preference
     from pip._vendor.resolvelib.resolvers import RequirementInformation
 
@@ -75,6 +76,117 @@ def _get_with_identifier(
     return default
 
 
+def causes_with_conflicting_parent(
+    causes: Sequence["PreferenceInformation"],
+) -> Sequence["PreferenceInformation"]:
+    """Given causes return which causes conflict because their parent
+    is not satisfied by another cause, or another causes's parent is
+    not satisfied by them
+    """
+    # To avoid duplication keeps track of already found conflicting cause by it's id
+    conflicting_causes_by_id: dict[int, "PreferenceInformation"] = {}
+    all_causes_by_id = {id(c): c for c in causes}
+
+    # Build a relationship between causes, cause ids, and cause parent names
+    causes_ids_and_parents_by_parent_name: dict[
+        str, list[tuple[int, Candidate]]
+    ] = collections.defaultdict(list)
+    for cause_id, cause in all_causes_by_id.items():
+        if cause.parent:
+            causes_ids_and_parents_by_parent_name[cause.parent.name].append(
+                (cause_id, cause.parent)
+            )
+
+    # Check each cause and see if conflicts with the parent of another cause
+    for cause_id, cause in all_causes_by_id.items():
+        if cause_id in conflicting_causes_by_id:
+            continue
+
+        cause_id_and_parents = causes_ids_and_parents_by_parent_name.get(
+            cause.requirement.name
+        )
+        if not cause_id_and_parents:
+            continue
+
+        for other_cause_id, parent in cause_id_and_parents:
+            if not cause.requirement.is_satisfied_by(parent):
+                conflicting_causes_by_id[cause_id] = cause
+                conflicting_causes_by_id[other_cause_id] = all_causes_by_id[
+                    other_cause_id
+                ]
+
+    return list(conflicting_causes_by_id.values())
+
+
+def _check_conflict_between_specifier_sets(
+    specifier_set1: "SpecifierSet", specifier_set2: "SpecifierSet"
+) -> bool:
+    for specifier1 in specifier_set1:
+        if specifier_set2.contains(specifier1.version):
+            return True
+    return False
+
+
+def _is_mutually_exclusive_specifier_sets(
+    specifier_set1: "SpecifierSet", specifier_set2: "SpecifierSet"
+) -> bool:
+    return not (
+        _check_conflict_between_specifier_sets(specifier_set1, specifier_set2)
+        or _check_conflict_between_specifier_sets(specifier_set2, specifier_set1)
+    )
+
+
+def causes_with_conflicting_specifiers(
+    causes: Sequence["PreferenceInformation"],
+) -> Sequence["PreferenceInformation"]:
+    """Given causes return which causes conflict because theierspecifier
+    conflict with another specifier"""
+    # Group causes by name first to avoid large O(n^2) comparison
+    causes_by_name: dict[str, list["PreferenceInformation"]] = collections.defaultdict(
+        list
+    )
+    for cause in causes:
+        causes_by_name[cause.requirement.project_name].append(cause)
+
+    # Check each cause that has the same name, and check if their specifiers conflict
+    conflicting_causes: list["PreferenceInformation"] = []
+    for causes_list in causes_by_name.values():
+        if len(causes_list) < 2:
+            continue
+
+        while causes_list:
+            cause = causes_list.pop()
+            candidate = cause.requirement.get_candidate_lookup()[1]
+            if candidate is None:
+                continue
+
+            # If either specifier set provies no restrictions they can be skipped
+            if len(candidate.specifier) == 0:
+                continue
+
+            cause_had_conflict = False
+            for i, other_cause in enumerate(causes_list):
+                other_candidate = other_cause.requirement.get_candidate_lookup()[1]
+                if other_candidate is None:
+                    continue
+
+                if len(other_candidate.specifier) == 0:
+                    continue
+
+                # If specifier set are mutually exclusive they can not both
+                # be fufilled and therefore are a conflict
+                if _is_mutually_exclusive_specifier_sets(
+                    candidate.specifier, other_candidate.specifier
+                ):
+                    conflicting_causes.append(causes_list.pop(i))
+                    cause_had_conflict = True
+
+            if cause_had_conflict:
+                conflicting_causes.append(cause)
+
+    return conflicting_causes
+
+
 class PipProvider(_ProviderBase):
     """Pip's provider implementation for resolvelib.
 
@@ -243,11 +355,24 @@ def filter_unsatisfied_names(
         causes: Sequence["PreferenceInformation"],
     ) -> Iterable[str]:
         """
-        Prefer backtracking on unsatisfied names that are causes
+        Prefer backtracking on unsatisfied names that are conficting
+        causes, or secondly are causes
         """
         if not causes:
             return unsatisfied_names
 
+        # Check if causes are conflicting, prefer cause specifier
+        # conflict first, and a cause parent conflicts second
+        if len(causes) > 2:
+            _conflicting_causes = causes_with_conflicting_specifiers(causes)
+            if _conflicting_causes:
+                causes = _conflicting_causes
+            else:
+                _conflicting_causes = causes_with_conflicting_parent(causes)
+                if _conflicting_causes:
+                    causes = _conflicting_causes
+            del _conflicting_causes
+
         # Extract the causes and parents names
         causes_names = set()
         for cause in causes: