diff --git a/tests/sieves/test_experimental_prereleases.py b/tests/sieves/test_experimental_prereleases.py
new file mode 100644
index 000000000..b95cc4ab0
--- /dev/null
+++ b/tests/sieves/test_experimental_prereleases.py
@@ -0,0 +1,191 @@
+#!/usr/bin/env python3
+# thoth-adviser
+# Copyright(C) 2021 Fridolin Pokorny
+#
+# This program is free software: you can redistribute it and / or modify
+# it under the terms of the GNU General Public License as published by
+# the Free Software Foundation, either version 3 of the License, or
+# (at your option) any later version.
+#
+# This program is distributed in the hope that it will be useful,
+# but WITHOUT ANY WARRANTY without even the implied warranty of
+# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+# GNU General Public License for more details.
+#
+# You should have received a copy of the GNU General Public License
+# along with this program. If not, see <http://www.gnu.org/licenses/>.
+
+"""Test removing pre-releases based on Pipfile configuration in Thoth section."""
+
+import itertools
+
+import flexmock
+import pytest
+
+from thoth.adviser.sieves import SelectiveCutPreReleasesSieve
+from thoth.adviser.enums import RecommendationType
+from thoth.adviser.pipeline_builder import PipelineBuilderContext
+from thoth.python import Source
+from thoth.python import PackageVersion
+from thoth.python import Project
+
+from ..base import AdviserUnitTestCase
+
+
+class TestSelctiveCutPreReleasesSieve(AdviserUnitTestCase):
+    """Test removing pre-releases based on Pipfile configuration in Thoth section."""
+
+    UNIT_TESTED = SelectiveCutPreReleasesSieve
+
+    _CASE_GLOBAL_DISALLOWED_PIPFILE = """
+[[source]]
+url = "https://pypi.org/simple"
+verify_ssl = true
+name = "pypi"
+
+[packages]
+tensorflow = "*"
+
+[pipenv]
+allow_prereleases = false
+
+[thoth.allow_prereleases]
+tensorflow = true
+flask = false
+"""
+
+    _CASE_GLOBAL_DISALLOWED_EMPTY_PIPFILE = """
+[[source]]
+url = "https://pypi.org/simple"
+verify_ssl = true
+name = "pypi"
+
+[packages]
+tensorflow = "*"
+
+[pipenv]
+allow_prereleases = false
+"""
+
+    _CASE_GLOBAL_ALLOWED_PIPFILE = """
+[[source]]
+url = "https://pypi.org/simple"
+verify_ssl = true
+name = "pypi"
+
+[packages]
+tensorflow = "*"
+
+[pipenv]
+allow_prereleases = true
+
+[thoth.allow_prereleases]
+tensorflow = true
+flask = false
+"""
+
+    @pytest.mark.parametrize(
+        "recommendation_type",
+        [
+            RecommendationType.STABLE,
+            RecommendationType.PERFORMANCE,
+            RecommendationType.SECURITY,
+            RecommendationType.LATEST,
+            RecommendationType.TESTING,
+        ],
+    )
+    def test_include(
+        self,
+        builder_context: PipelineBuilderContext,
+        recommendation_type: RecommendationType,
+    ) -> None:
+        """Test including this pipeline unit."""
+        builder_context.recommendation_type = recommendation_type
+        builder_context.project = Project.from_strings(self._CASE_GLOBAL_DISALLOWED_PIPFILE)
+
+        assert builder_context.is_adviser_pipeline()
+        assert self.UNIT_TESTED.should_include(builder_context) == {
+            "package_name": None,
+            "allow_prereleases": {
+                "tensorflow": True,
+                "flask": False,
+            },
+        }
+
+    def test_verify_multiple_should_include(self, builder_context: PipelineBuilderContext) -> None:
+        """Verify multiple should_include calls do not loop endlessly."""
+        builder_context.recommendation_type = RecommendationType.LATEST
+        builder_context.project = Project.from_strings(self._CASE_GLOBAL_DISALLOWED_PIPFILE)
+        self.verify_multiple_should_include(builder_context)
+
+    @pytest.mark.skip(reason="The pipeline unit configuration is specific to Pipfile configuration")
+    def test_default_configuration(self, builder_context: PipelineBuilderContext) -> None:
+        """Test the default configuration."""
+
+    @pytest.mark.parametrize(
+        "recommendation_type,case",
+        itertools.product(
+            [
+                RecommendationType.STABLE,
+                RecommendationType.PERFORMANCE,
+                RecommendationType.SECURITY,
+                RecommendationType.LATEST,
+                RecommendationType.TESTING,
+            ],
+            [_CASE_GLOBAL_ALLOWED_PIPFILE, _CASE_GLOBAL_DISALLOWED_EMPTY_PIPFILE],
+        ),
+    )
+    def test_not_include(
+        self,
+        builder_context: PipelineBuilderContext,
+        recommendation_type: RecommendationType,
+        case: str,
+    ) -> None:
+        """Test not including this pipeline unit."""
+        builder_context.recommendation_type = recommendation_type
+        builder_context.project = Project.from_strings(self._CASE_GLOBAL_ALLOWED_PIPFILE)
+
+        assert builder_context.is_adviser_pipeline()
+        assert self.UNIT_TESTED.should_include(builder_context) is None
+
+    @pytest.mark.parametrize("package_name,package_version", [("tensorflow", "2.4.0rc1"), ("flask", "1.0")])
+    def test_remove_pre_releases_disallowed_noop(self, package_name: str, package_version: str) -> None:
+        """Test NOT removing dependencies based on pre-release configuration."""
+        pv = PackageVersion(
+            name=package_name,
+            version=f"=={package_version}",
+            index=Source("https://pypi.org/simple"),
+            develop=False,
+        )
+
+        project = Project.from_strings(self._CASE_GLOBAL_DISALLOWED_PIPFILE)
+        context = flexmock(project=project)
+        sieve = self.UNIT_TESTED()
+        sieve.update_configuration({"package_name": None, "allow_prereleases": project.pipfile.thoth.allow_prereleases})
+
+        with self.UNIT_TESTED.assigned_context(context):
+            assert list(sieve.run(p for p in [pv])) == [pv]
+
+    @pytest.mark.parametrize(
+        "package_name,package_version",
+        [
+            ("flask", "1.0dev0"),  # Disabled explicitly.
+            ("numpy", "1.0dev0"),  # Disabled implicitly.
+        ],
+    )
+    def test_pre_releases_disallowed_removal(self, package_name: str, package_version: str) -> None:
+        """Test no removals if pre-releases are allowed."""
+        pv = PackageVersion(
+            name=package_name,
+            version=f"=={package_version}",
+            index=Source("https://pypi.org/simple"),
+            develop=False,
+        )
+
+        project = Project.from_strings(self._CASE_GLOBAL_DISALLOWED_PIPFILE)
+        context = flexmock(project=project)
+        sieve = self.UNIT_TESTED()
+        sieve.update_configuration({"package_name": None, "allow_prereleases": project.pipfile.thoth.allow_prereleases})
+
+        with self.UNIT_TESTED.assigned_context(context):
+            assert list(sieve.run(p for p in [pv])) == []
diff --git a/thoth/adviser/sieves/__init__.py b/thoth/adviser/sieves/__init__.py
index 737c674a5..648d9cd08 100644
--- a/thoth/adviser/sieves/__init__.py
+++ b/thoth/adviser/sieves/__init__.py
@@ -27,6 +27,7 @@
 from .locked import CutLockedSieve
 from .pandas import PandasPy36Sieve
 from .prereleases import CutPreReleasesSieve
+from .experimental_prereleases import SelectiveCutPreReleasesSieve
 from .setuptools import Py36SetuptoolsSieve
 from .solved import SolvedSieve
 from .tensorflow import TensorFlow240AVX2IllegalInstructionSieve
@@ -42,6 +43,7 @@
 # can be mentioned here.
 __all__ = [
     "CutPreReleasesSieve",
+    "SelectiveCutPreReleasesSieve",
     "CutLockedSieve",
     "PackageIndexSieve",
     "SolvedSieve",
diff --git a/thoth/adviser/sieves/experimental_prereleases.py b/thoth/adviser/sieves/experimental_prereleases.py
new file mode 100644
index 000000000..800d81763
--- /dev/null
+++ b/thoth/adviser/sieves/experimental_prereleases.py
@@ -0,0 +1,78 @@
+#!/usr/bin/env python3
+# thoth-adviser
+# Copyright(C) 2021 Fridolin Pokorny
+#
+# This program is free software: you can redistribute it and / or modify
+# it under the terms of the GNU General Public License as published by
+# the Free Software Foundation, either version 3 of the License, or
+# (at your option) any later version.
+#
+# This program is distributed in the hope that it will be useful,
+# but WITHOUT ANY WARRANTY without even the implied warranty of
+# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+# GNU General Public License for more details.
+#
+# You should have received a copy of the GNU General Public License
+# along with this program. If not, see <http://www.gnu.org/licenses/>.
+
+"""A sieve to filter out pre-releases, selectively."""
+
+import logging
+from typing import Optional
+from typing import Dict
+from typing import Any
+from typing import Generator
+from typing import TYPE_CHECKING
+
+import attr
+from thoth.python import PackageVersion
+from voluptuous import Schema
+from voluptuous import Required
+
+from ..sieve import Sieve
+
+if TYPE_CHECKING:
+    from ..pipeline_builder import PipelineBuilderContext
+
+_LOGGER = logging.getLogger(__name__)
+
+
+@attr.s(slots=True)
+class SelectiveCutPreReleasesSieve(Sieve):
+    """Enable or disable specific pre-releases for the given set of packages.."""
+
+    CONFIGURATION_DEFAULT = {"package_name": None, "allow_prereleases": None}
+    CONFIGURATION_SCHEMA: Schema = Schema(
+        {Required("package_name"): None, Required("allow_prereleases"): Schema({str: bool})}
+    )
+
+    @classmethod
+    def should_include(cls, builder_context: "PipelineBuilderContext") -> Optional[Dict[str, Any]]:
+        """Enable or disable specific pre-releases for the given set of packages.."""
+        if builder_context.project.prereleases_allowed:
+            if builder_context.project.prereleases_allowed:
+                msg = "Ignoring selective pre-releases in [thoth] section as global allow_prereleases flag is set"
+                _LOGGER.warning(msg)
+
+            return None
+
+        if builder_context.is_included(cls) or not builder_context.project.pipfile.thoth.allow_prereleases:
+            return None
+
+        return {
+            "package_name": None,
+            "allow_prereleases": builder_context.project.pipfile.thoth.allow_prereleases,
+        }
+
+    def run(self, package_versions: Generator[PackageVersion, None, None]) -> Generator[PackageVersion, None, None]:
+        """Cut-off pre-releases if project does not explicitly allows them."""
+        for package_version in package_versions:
+            if not self.configuration["allow_prereleases"].get(package_version.name, False):
+                if package_version.semantic_version.is_prerelease:
+                    _LOGGER.debug(
+                        "Removing package %s - pre-releases are disabled",
+                        package_version.to_tuple(),
+                    )
+                    continue
+
+            yield package_version