diff --git a/docs/guide.md b/docs/guide.md
index ffb6f603e1..fcafe764c0 100644
--- a/docs/guide.md
+++ b/docs/guide.md
@@ -71,8 +71,7 @@ $ cat alpine-report.json
     "task": {
       "path": "/home/walkman/Projects/unblob/demo/alpine-minirootfs-3.16.1-x86_64.tar.gz",
       "depth": 0,
-      "chunk_id": "",
-      "__typename__": "Task"
+      "chunk_id": ""
     },
     "reports": [
       {
@@ -104,11 +103,9 @@ $ cat alpine-report.json
       {
         "path": "/home/walkman/Projects/unblob/demo/alpine-minirootfs-3.16.1-x86_64.tar.gz_extract",
         "depth": 1,
-        "chunk_id": "13590:1",
-        "__typename__": "Task"
+        "chunk_id": "13590:1"
       }
-    ],
-    "__typename__": "TaskResult"
+    ]
   },
   ...
 ]
@@ -144,7 +141,7 @@ $ unblob -vvv unknown-file | grep -C 15 "Entropy distribution"
 2024-10-30 10:52.03 [debug    ] Shannon entropy calculated     block_size=0x20000 highest=99.99 lowest=99.98 mean=99.98 path=unknown-file_extract/0-10485760.unknown pid=1963719 size=0xa00000
 2024-10-30 10:52.03 [debug    ] Chi square probability calculated block_size=0x20000 highest=97.88 lowest=3.17 mean=52.76 path=unknown-file_extract/0-10485760.unknown pid=1963719 size=0xa00000
 2024-10-30 10:52.03 [debug    ] Entropy chart                  chart=
-                              Randomness distribution                           
+                              Randomness distribution
    ┌───────────────────────────────────────────────────────────────────────────┐
 100┤ •• Shannon entropy (%)        •••••••••♰••••••••••••••••••••••••••••••••••│
  90┤ ♰♰ Chi square probability (%)   ♰ ♰ ♰♰♰♰                    ♰    ♰  ♰     │
@@ -158,8 +155,8 @@ $ unblob -vvv unknown-file | grep -C 15 "Entropy distribution"
  10┤       ♰      ♰    ♰  ♰  ♰     ♰♰    ♰         ♰                   ♰♰      │
   0┤                                ♰                                   ♰      │
    └─┬──┬─┬──┬────┬───┬──┬──┬──┬───┬───┬──┬────┬───┬────┬──┬──┬────┬──┬───┬──┬─┘
-   0 2  5 7 11   16  20 23 27 30  34  38 42   47  51   56 60 63   68 71  76 79  
-                                   131072 bytes                                 
+   0 2  5 7 11   16  20 23 27 30  34  38 42   47  51   56 60 63   68 71  76 79
+                                   131072 bytes
  path=unknown-file_extract/0-10485760.unknown pid=1963719
 2024-10-30 10:52.03 [info     ] Extracting unknown chunk       chunk=0xc96196-0x1696196 path=unknown-file_extract/13197718-23683478.unknown pid=1963719
 2024-10-30 10:52.03 [debug    ] Carving chunk                  path=unknown-file_extract/13197718-23683478.unknown pid=1963719
@@ -167,7 +164,7 @@ $ unblob -vvv unknown-file | grep -C 15 "Entropy distribution"
 2024-10-30 10:52.03 [debug    ] Shannon entropy calculated     block_size=0x20000 highest=99.99 lowest=99.98 mean=99.98 path=unknown-file_extract/13197718-23683478.unknown pid=1963719 size=0xa00000
 2024-10-30 10:52.03 [debug    ] Chi square probability calculated block_size=0x20000 highest=99.03 lowest=0.23 mean=42.62 path=unknown-file_extract/13197718-23683478.unknown pid=1963719 size=0xa00000
 2024-10-30 10:52.03 [debug    ] Entropy chart                  chart=
-                              Randomness distribution                           
+                              Randomness distribution
    ┌───────────────────────────────────────────────────────────────────────────┐
 100┤ •• Shannon entropy (%)        •••••••••••••••••••••♰••••••••••••••••••••••│
  90┤ ♰♰ Chi square probability (%)         ♰           ♰♰            ♰         │
@@ -181,8 +178,8 @@ $ unblob -vvv unknown-file | grep -C 15 "Entropy distribution"
  10┤     ♰                ♰    ♰       ♰ ♰  ♰ ♰ ♰♰   ♰ ♰♰     ♰♰ ♰♰   ♰  ♰ ♰   │
   0┤                                           ♰ ♰    ♰♰          ♰       ♰♰   │
    └─┬──┬─┬──┬────┬───┬──┬──┬──┬───┬───┬──┬────┬───┬────┬──┬──┬────┬──┬───┬──┬─┘
-   0 2  5 7 11   16  20 23 27 30  34  38 42   47  51   56 60 63   68 71  76 79  
-                                   131072 bytes 
+   0 2  5 7 11   16  20 23 27 30  34  38 42   47  51   56 60 63   68 71  76 79
+                                   131072 bytes
 ```
 
 ### Skip extraction with file magic
diff --git a/fuzzing/search_chunks_fuzzer.py b/fuzzing/search_chunks_fuzzer.py
index 5e2efe7997..bf9e1c9de2 100755
--- a/fuzzing/search_chunks_fuzzer.py
+++ b/fuzzing/search_chunks_fuzzer.py
@@ -59,7 +59,7 @@ def test_search_chunks(data):
             depth=0,
             blob_id="",
         )
-        result = TaskResult(task)
+        result = TaskResult(task=task)
         search_chunks(file, len(data), config.handlers, result)
 
 
diff --git a/package.nix b/package.nix
index 645aea93bd..e447594494 100644
--- a/package.nix
+++ b/package.nix
@@ -86,6 +86,7 @@ python3.pkgs.buildPythonApplication {
     python3.pkgs.lz4 # shadowed by pkgs.lz4
     plotext
     pluggy
+    pydantic
     pyfatfs
     pymdown-extensions
     pyperscan
diff --git a/pyproject.toml b/pyproject.toml
index 56c7d36afb..897d67cfd7 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -16,6 +16,7 @@ dependencies = [
   "lz4>=4.3.2,!=4.4.3",        # 4.4.3 doesn't have aarch64 wheels https://github.com/python-lz4/python-lz4/pull/298
   "plotext>=4.2.0,<6.0",
   "pluggy>=1.3.0",
+  "pydantic>=2.0",
   "pyfatfs>=1.0.5",
   "pymdown-extensions>=10.15",
   "pyperscan>=0.3.0",
diff --git a/python/unblob/extractors/command.py b/python/unblob/extractors/command.py
index 7db354d676..cffdf59a0a 100644
--- a/python/unblob/extractors/command.py
+++ b/python/unblob/extractors/command.py
@@ -64,7 +64,7 @@ def no_op():
                     exit_code=res.returncode,
                 )
 
-                logger.error("Extract command failed", **error_report.asdict())
+                logger.error("Extract command failed", **error_report.model_dump())
                 raise ExtractError(error_report)
         except FileNotFoundError:
             error_report = ExtractorDependencyNotFoundReport(
@@ -72,14 +72,14 @@ def no_op():
             )
             logger.error(
                 "Can't run extract command. Is the extractor installed?",
-                **error_report.asdict(),
+                **error_report.model_dump(),
             )
             raise ExtractError(error_report) from None
         except subprocess.TimeoutExpired as e:
             error_report = ExtractorTimedOut(cmd=e.cmd, timeout=e.timeout)
             logger.error(
                 "Extract command timed out.",
-                **error_report.asdict(),
+                **error_report.model_dump(),
             )
             raise ExtractError(error_report) from None
         finally:
diff --git a/python/unblob/finder.py b/python/unblob/finder.py
index e5f68c7f9d..741dcffd8b 100644
--- a/python/unblob/finder.py
+++ b/python/unblob/finder.py
@@ -63,7 +63,7 @@ def _calculate_chunk(
         )
         task_result.add_report(error_report)
         logger.error(
-            "Unhandled Exception during chunk calculation", **error_report.asdict()
+            "Unhandled Exception during chunk calculation", **error_report.model_dump()
         )
 
 
diff --git a/python/unblob/models.py b/python/unblob/models.py
index 62f973a302..860ab9ce65 100644
--- a/python/unblob/models.py
+++ b/python/unblob/models.py
@@ -8,6 +8,7 @@
 from typing import Generic, Optional, TypeVar, Union
 
 import attrs
+from pydantic import BaseModel, TypeAdapter
 from structlog import get_logger
 
 from .file_utils import Endian, File, InvalidInputFormat, StructParser
@@ -61,12 +62,11 @@ def __post_init__(self):
         self.fully_supported = len(self.limitations) == 0
 
 
-@attrs.define(frozen=True)
-class Task:
+class Task(BaseModel):
     path: Path
     depth: int
     blob_id: str
-    is_multi_file: bool = attrs.field(default=False)
+    is_multi_file: bool = False
 
 
 @attrs.define
@@ -228,11 +228,10 @@ def as_report(self, extraction_reports: list[Report]) -> MultiFileReport:
 ReportType = TypeVar("ReportType", bound=Report)
 
 
-@attrs.define
-class TaskResult:
+class TaskResult(BaseModel):
     task: Task
-    reports: list[Report] = attrs.field(factory=list)
-    subtasks: list[Task] = attrs.field(factory=list)
+    reports: list[Report] = []
+    subtasks: list[Task] = []
 
     def add_report(self, report: Report):
         self.reports.append(report)
@@ -244,9 +243,8 @@ def filter_reports(self, report_class: type[ReportType]) -> list[ReportType]:
         return [report for report in self.reports if isinstance(report, report_class)]
 
 
-@attrs.define
-class ProcessResult:
-    results: list[TaskResult] = attrs.field(factory=list)
+class ProcessResult(BaseModel):
+    results: list[TaskResult] = []
 
     @property
     def errors(self) -> list[ErrorReport]:
@@ -268,7 +266,9 @@ def register(self, result: TaskResult):
         self.results.append(result)
 
     def to_json(self, indent="  "):
-        return to_json(self.results, indent=indent)
+        return json.dumps(
+            [result.model_dump(mode="json") for result in self.results], indent=indent
+        )
 
     def get_output_dir(self) -> Optional[Path]:
         try:
@@ -285,37 +285,20 @@ def get_output_dir(self) -> Optional[Path]:
             return None
 
 
-class _JSONEncoder(json.JSONEncoder):
-    def default(self, o):
-        obj = o
-        if attrs.has(type(obj)):
-            extend_attr_output = True
-            attr_output = attrs.asdict(obj, recurse=not extend_attr_output)
-            attr_output["__typename__"] = obj.__class__.__name__
-            return attr_output
-
-        if isinstance(obj, Enum):
-            return obj.name
-
-        if isinstance(obj, Path):
-            return str(obj)
-
-        if isinstance(obj, bytes):
-            try:
-                return obj.decode()
-            except UnicodeDecodeError:
-                return str(obj)
+ReportModel = list[TaskResult]
+ReportModelAdapter = TypeAdapter(ReportModel)
+"""Use this for deserialization (import JSON report back into Python
+objects) of the JSON report.
 
-        logger.error("JSONEncoder met a non-JSON encodable value", obj=obj)
-        # the usual fail path of custom JSONEncoders is to call the parent and let it fail
-        #     return json.JSONEncoder.default(self, obj)
-        # instead of failing, just return something usable
-        return f"Non-JSON encodable value: {obj}"
+For example:
 
+with open('report.json', 'r') as f:
+    data = f.read()
+    report_data = ReportModelAdapter.validate_json(data)
 
-def to_json(obj, indent="  ") -> str:
-    """Encode any UnBlob object as a serialized JSON."""
-    return json.dumps(obj, cls=_JSONEncoder, indent=indent)
+For another example see:
+tests/test_models.py::Test_to_json::test_process_result_deserialization
+"""
 
 
 class ExtractError(Exception):
diff --git a/python/unblob/processing.py b/python/unblob/processing.py
index 64ebf210fd..2509de7c83 100644
--- a/python/unblob/processing.py
+++ b/python/unblob/processing.py
@@ -242,7 +242,7 @@ def __init__(self, config: ExtractionConfig):
         self._get_mime_type = magic.Magic(mime=True).from_file
 
     def process_task(self, task: Task) -> TaskResult:
-        result = TaskResult(task)
+        result = TaskResult(task=task)
         try:
             self._process_task(result, task)
         except Exception as exc:
@@ -393,7 +393,7 @@ def _calculate_multifile(
             task_result.add_report(error_report)
             logger.warning(
                 "Unhandled Exception during multi file calculation",
-                **error_report.asdict(),
+                **error_report.model_dump(),
             )
 
     def _check_conflicting_files(
diff --git a/python/unblob/report.py b/python/unblob/report.py
index b902903ce1..3c28db8cda 100644
--- a/python/unblob/report.py
+++ b/python/unblob/report.py
@@ -1,25 +1,33 @@
+# ruff: noqa: UP007,UP045
+
+from __future__ import annotations
+
+import base64
 import hashlib
 import stat
 import traceback
 from enum import Enum
 from pathlib import Path
-from typing import Optional, Union, final
+from typing import Annotated, Any, Optional, Union
 
-import attrs
+from pydantic import (
+    BaseModel,
+    ConfigDict,
+    Discriminator,
+    Tag,
+    computed_field,
+    field_serializer,
+    field_validator,
+)
 
 
-@attrs.define(kw_only=True, frozen=True)
-class Report:
-    """A common base class for different reports."""
+class ReportBase(BaseModel):
+    """A common base class for different reports. This will enable easy pydantic configuration of all models from a single point in the future if desired."""
 
-    def __attrs_post_init__(self):
-        for field in attrs.fields(type(self)):
-            value = getattr(self, field.name)
-            if isinstance(value, int):
-                object.__setattr__(self, field.name, int(value))
-
-    def asdict(self) -> dict:
-        return attrs.asdict(self)
+    @computed_field
+    @property
+    def __typename__(self) -> str:
+        return self.__class__.__name__
 
 
 class Severity(Enum):
@@ -29,37 +37,31 @@ class Severity(Enum):
     WARNING = "WARNING"
 
 
-@attrs.define(kw_only=True, frozen=True)
-class ErrorReport(Report):
+class ErrorReport(ReportBase):
     severity: Severity
 
 
-def _convert_exception_to_str(obj: Union[str, Exception]) -> str:
-    if isinstance(obj, str):
-        return obj
-    if isinstance(obj, Exception):
-        e: Exception = obj
-        return "".join(traceback.format_exception(type(e), e, e.__traceback__))
-    raise ValueError("Invalid exception object", obj)
-
-
-@attrs.define(kw_only=True, frozen=True)
 class UnknownError(ErrorReport):
     """Describes an exception raised during file processing."""
 
-    severity: Severity = attrs.field(default=Severity.ERROR)
-    exception: Union[str, Exception] = attrs.field(  # pyright: ignore[reportGeneralTypeIssues]
-        converter=_convert_exception_to_str
-    )
-    """Exceptions are also formatted at construct time.
+    severity: Severity = Severity.ERROR
+    exception: Union[str, Exception]
+
+    model_config = ConfigDict(
+        arbitrary_types_allowed=True
+    )  # Necessary to support Exception type
 
-    `attrs` is not integrated enough with type checker/LSP provider `pyright` to include converters.
+    def model_post_init(self, _: Any) -> None:
+        if isinstance(self.exception, Exception):
+            self.exception = "".join(
+                traceback.format_exception(
+                    type(self.exception), self.exception, self.exception.__traceback__
+                )
+            )
 
-    See: https://www.attrs.org/en/stable/types.html#pyright
-    """
+    """Exceptions are also formatted at construct time."""
 
 
-@attrs.define(kw_only=True, frozen=True)
 class CalculateChunkExceptionReport(UnknownError):
     """Describes an exception raised during calculate_chunk execution."""
 
@@ -68,7 +70,6 @@ class CalculateChunkExceptionReport(UnknownError):
     handler: str
 
 
-@attrs.define(kw_only=True, frozen=True)
 class CalculateMultiFileExceptionReport(UnknownError):
     """Describes an exception raised during calculate_chunk execution."""
 
@@ -77,7 +78,6 @@ class CalculateMultiFileExceptionReport(UnknownError):
     handler: str
 
 
-@attrs.define(kw_only=True, frozen=True)
 class ExtractCommandFailedReport(ErrorReport):
     """Describes an error when failed to run the extraction command."""
 
@@ -87,14 +87,24 @@ class ExtractCommandFailedReport(ErrorReport):
     stderr: bytes
     exit_code: int
 
+    # Use base64 to encode and decode bytes data in case there are non-standard characters
+    @field_serializer("stdout", "stderr")
+    def encode_bytes(self, v: bytes, _):
+        return base64.b64encode(v).decode("ascii")
+
+    @field_validator("stdout", "stderr", mode="before")
+    @classmethod
+    def decode_bytes(cls, v: Any):
+        if isinstance(v, str):
+            return base64.b64decode(v)
+        return v
+
 
-@attrs.define(kw_only=True, frozen=True)
 class OutputDirectoryExistsReport(ErrorReport):
     severity: Severity = Severity.ERROR
     path: Path
 
 
-@attrs.define(kw_only=True, frozen=True)
 class ExtractorDependencyNotFoundReport(ErrorReport):
     """Describes an error when the dependency of an extractor doesn't exist."""
 
@@ -102,7 +112,6 @@ class ExtractorDependencyNotFoundReport(ErrorReport):
     dependencies: list[str]
 
 
-@attrs.define(kw_only=True, frozen=True)
 class ExtractorTimedOut(ErrorReport):
     """Describes an error when the extractor execution timed out."""
 
@@ -111,7 +120,6 @@ class ExtractorTimedOut(ErrorReport):
     timeout: float
 
 
-@attrs.define(kw_only=True, frozen=True)
 class MaliciousSymlinkRemoved(ErrorReport):
     """Describes an error when malicious symlinks have been removed from disk."""
 
@@ -120,7 +128,6 @@ class MaliciousSymlinkRemoved(ErrorReport):
     target: str
 
 
-@attrs.define(kw_only=True, frozen=True)
 class MultiFileCollisionReport(ErrorReport):
     """Describes an error when MultiFiles collide on the same file."""
 
@@ -129,8 +136,7 @@ class MultiFileCollisionReport(ErrorReport):
     handler: str
 
 
-@attrs.define(kw_only=True, frozen=True)
-class StatReport(Report):
+class StatReport(ReportBase):
     path: Path
     size: int
     is_dir: bool
@@ -157,8 +163,7 @@ def from_path(cls, path: Path):
         )
 
 
-@attrs.define(kw_only=True, frozen=True)
-class HashReport(Report):
+class HashReport(ReportBase):
     md5: str
     sha1: str
     sha256: str
@@ -183,14 +188,12 @@ def from_path(cls, path: Path):
         )
 
 
-@attrs.define(kw_only=True, frozen=True)
-class FileMagicReport(Report):
+class FileMagicReport(ReportBase):
     magic: str
     mime_type: str
 
 
-@attrs.define(kw_only=True, frozen=True)
-class RandomnessMeasurements:
+class RandomnessMeasurements(BaseModel):
     percentages: list[float]
     block_size: int
     mean: float
@@ -204,15 +207,12 @@ def lowest(self):
         return min(self.percentages)
 
 
-@attrs.define(kw_only=True, frozen=True)
-class RandomnessReport(Report):
+class RandomnessReport(ReportBase):
     shannon: RandomnessMeasurements
     chi_square: RandomnessMeasurements
 
 
-@final
-@attrs.define(kw_only=True, frozen=True)
-class ChunkReport(Report):
+class ChunkReport(ReportBase):
     id: str
     handler_name: str
     start_offset: int
@@ -222,9 +222,7 @@ class ChunkReport(Report):
     extraction_reports: list[Report]
 
 
-@final
-@attrs.define(kw_only=True, frozen=True)
-class UnknownChunkReport(Report):
+class UnknownChunkReport(ReportBase):
     id: str
     start_offset: int
     end_offset: int
@@ -232,14 +230,11 @@ class UnknownChunkReport(Report):
     randomness: Optional[RandomnessReport]
 
 
-@attrs.define(kw_only=True, frozen=True)
-class CarveDirectoryReport(Report):
+class CarveDirectoryReport(ReportBase):
     carve_dir: Path
 
 
-@final
-@attrs.define(kw_only=True, frozen=True)
-class MultiFileReport(Report):
+class MultiFileReport(ReportBase):
     id: str
     handler_name: str
     name: str
@@ -247,8 +242,7 @@ class MultiFileReport(Report):
     extraction_reports: list[Report]
 
 
-@attrs.define(kw_only=True, frozen=True)
-class ExtractionProblem(Report):
+class ExtractionProblem(ReportBase):
     """A non-fatal problem discovered during extraction.
 
     A report like this still means, that the extraction was successful,
@@ -275,7 +269,6 @@ def log_with(self, logger):
         logger.warning(self.log_msg, path=self.path)
 
 
-@attrs.define(kw_only=True, frozen=True)
 class PathTraversalProblem(ExtractionProblem):
     extraction_path: str
 
@@ -287,7 +280,6 @@ def log_with(self, logger):
         )
 
 
-@attrs.define(kw_only=True, frozen=True)
 class LinkExtractionProblem(ExtractionProblem):
     link_path: str
 
@@ -295,10 +287,48 @@ def log_with(self, logger):
         logger.warning(self.log_msg, path=self.path, link_path=self.link_path)
 
 
-@attrs.define(kw_only=True, frozen=True)
 class SpecialFileExtractionProblem(ExtractionProblem):
     mode: int
     device: int
 
     def log_with(self, logger):
         logger.warning(self.log_msg, path=self.path, mode=self.mode, device=self.device)
+
+
+def _get_report_type(report: dict | ReportBase):
+    if isinstance(report, dict):
+        return report.get("__typename__")
+    return report.__typename__
+
+
+Report = Annotated[
+    Union[
+        Annotated[ErrorReport, Tag("ErrorReport")],
+        Annotated[UnknownError, Tag("UnknownError")],
+        Annotated[CalculateChunkExceptionReport, Tag("CalculateChunkExceptionReport")],
+        Annotated[
+            CalculateMultiFileExceptionReport, Tag("CalculateMultiFileExceptionReport")
+        ],
+        Annotated[ExtractCommandFailedReport, Tag("ExtractCommandFailedReport")],
+        Annotated[OutputDirectoryExistsReport, Tag("OutputDirectoryExistsReport")],
+        Annotated[
+            ExtractorDependencyNotFoundReport, Tag("ExtractorDependencyNotFoundReport")
+        ],
+        Annotated[ExtractorTimedOut, Tag("ExtractorTimedOut")],
+        Annotated[MaliciousSymlinkRemoved, Tag("MaliciousSymlinkRemoved")],
+        Annotated[MultiFileCollisionReport, Tag("MultiFileCollisionReport")],
+        Annotated[StatReport, Tag("StatReport")],
+        Annotated[HashReport, Tag("HashReport")],
+        Annotated[FileMagicReport, Tag("FileMagicReport")],
+        Annotated[RandomnessReport, Tag("RandomnessReport")],
+        Annotated[ChunkReport, Tag("ChunkReport")],
+        Annotated[UnknownChunkReport, Tag("UnknownChunkReport")],
+        Annotated[CarveDirectoryReport, Tag("CarveDirectoryReport")],
+        Annotated[MultiFileReport, Tag("MultiFileReport")],
+        Annotated[ExtractionProblem, Tag("ExtractionProblem")],
+        Annotated[PathTraversalProblem, Tag("PathTraversalProblem")],
+        Annotated[LinkExtractionProblem, Tag("LinkExtractionProblem")],
+        Annotated[SpecialFileExtractionProblem, Tag("SpecialFileExtractionProblem")],
+    ],
+    Discriminator(_get_report_type),
+]
diff --git a/tests/conftest.py b/tests/conftest.py
index 71eb2210bc..ffc503734b 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -12,4 +12,4 @@
 @pytest.fixture
 def task_result():
     task = Task(path=Path("/nonexistent"), depth=0, blob_id="")
-    return TaskResult(task)
+    return TaskResult(task=task)
diff --git a/tests/extractors/test_command.py b/tests/extractors/test_command.py
index 158d960367..d99c8f5896 100644
--- a/tests/extractors/test_command.py
+++ b/tests/extractors/test_command.py
@@ -63,7 +63,7 @@ def test_command_execution_failure(tmpdir: Path):
         command.extract(Path("input"), outdir)
 
     assert list(excinfo.value.reports) == [
-        ExtractCommandFailedReport(
+        ExtractCommandFailedReport.model_construct(
             command=mock.ANY,
             stdout=b"stdout",
             stderr=b"stderr",
diff --git a/tests/test_logging.py b/tests/test_logging.py
index 9d4a09bece..4d9e5e1d4d 100644
--- a/tests/test_logging.py
+++ b/tests/test_logging.py
@@ -42,4 +42,6 @@ def test_UnknownError_can_be_logged():  # noqa: N802
     logger = structlog.get_logger()
 
     # this line used to trigger an exception:
-    logger.error("unknown", **UnknownError(exception=Exception("whatever")).asdict())
+    logger.error(
+        "unknown", **UnknownError(exception=Exception("whatever")).model_dump()
+    )
diff --git a/tests/test_models.py b/tests/test_models.py
index c1d44220a0..735090c32b 100644
--- a/tests/test_models.py
+++ b/tests/test_models.py
@@ -4,7 +4,14 @@
 import pytest
 
 from unblob.file_utils import InvalidInputFormat
-from unblob.models import Chunk, ProcessResult, Task, TaskResult, UnknownChunk, to_json
+from unblob.models import (
+    Chunk,
+    ProcessResult,
+    ReportModelAdapter,
+    Task,
+    TaskResult,
+    UnknownChunk,
+)
 from unblob.report import (
     ChunkReport,
     ExtractCommandFailedReport,
@@ -116,7 +123,7 @@ def test_validation(self, start_offset, end_offset):
 class Test_to_json:  # noqa: N801
     def test_process_result_conversion(self):
         task = Task(path=Path("/nonexistent"), depth=0, blob_id="")
-        task_result = TaskResult(task)
+        task_result = TaskResult(task=task)
         chunk_id = "test_basic_conversion:id"
 
         task_result.add_report(
@@ -170,7 +177,6 @@ def test_process_result_conversion(self):
         decoded_report = json.loads(json_text)
         assert decoded_report == [
             {
-                "__typename__": "TaskResult",
                 "reports": [
                     {
                         "__typename__": "StatReport",
@@ -205,7 +211,6 @@ def test_process_result_conversion(self):
                 ],
                 "subtasks": [
                     {
-                        "__typename__": "Task",
                         "blob_id": "test_basic_conversion:id",
                         "depth": 314,
                         "is_multi_file": False,
@@ -213,7 +218,6 @@ def test_process_result_conversion(self):
                     }
                 ],
                 "task": {
-                    "__typename__": "Task",
                     "blob_id": "",
                     "depth": 0,
                     "is_multi_file": False,
@@ -222,6 +226,67 @@ def test_process_result_conversion(self):
             },
         ]
 
+    def test_process_result_deserialization(self):
+        task = Task(path=Path("/nonexistent"), depth=0, blob_id="")
+        task_result = TaskResult(task=task)
+        chunk_id = "test_basic_conversion:id"
+
+        task_result.add_report(
+            StatReport(
+                path=task.path,
+                size=384,
+                is_dir=False,
+                is_file=True,
+                is_link=False,
+                link_target=None,
+            )
+        )
+        task_result.add_report(
+            FileMagicReport(
+                magic="Zip archive data, at least v2.0 to extract",
+                mime_type="application/zip",
+            )
+        )
+        task_result.add_report(
+            HashReport(
+                md5="9019fcece2433ad7f12c077e84537a74",
+                sha1="36998218d8f43b69ef3adcadf2e8979e81eed166",
+                sha256="7d7ca7e1410b702b0f85d18257aebb964ac34f7fad0a0328d72e765bfcb21118",
+            )
+        )
+        task_result.add_report(
+            ChunkReport(
+                id=chunk_id,
+                handler_name="zip",
+                start_offset=0,
+                end_offset=384,
+                size=384,
+                is_encrypted=False,
+                extraction_reports=[],
+            )
+        )
+        task_result.add_subtask(
+            Task(
+                path=Path("/extractions/nonexistent_extract"),
+                depth=314,
+                blob_id=chunk_id,
+            )
+        )
+
+        process_result = ProcessResult(results=[task_result])
+
+        json_text = process_result.to_json()
+
+        # output must be a valid json string
+        assert isinstance(json_text, str)
+
+        # deserialize using ReportModel TypeAdapter
+        report_data = ReportModelAdapter.validate_json(json_text)
+
+        # convert to ProcessResult object and compare
+        deserialized_process_result = ProcessResult(results=report_data)
+        assert process_result == deserialized_process_result
+
     def test_exotic_command_output(self):
         report = ExtractCommandFailedReport(
             command="dump all bytes",
@@ -230,40 +295,10 @@ def test_exotic_command_output(self):
             exit_code=1,
         )
 
-        json_text = to_json(report)
+        json_text = report.model_dump_json()
 
-        decoded_report = json.loads(json_text)
+        decoded_report = ExtractCommandFailedReport.model_validate_json(json_text)
 
-        assert decoded_report == {
-            "__typename__": "ExtractCommandFailedReport",
-            "command": "dump all bytes",
-            "exit_code": 1,
-            "severity": "WARNING",
-            "stderr": "stdout is pretty strange ;)",
-            "stdout": (
-                "b'\\x00\\x01\\x02\\x03\\x04\\x05\\x06\\x07"
-                "\\x08\\t\\n\\x0b\\x0c\\r\\x0e\\x0f"
-                "\\x10\\x11\\x12\\x13\\x14\\x15\\x16\\x17"
-                '\\x18\\x19\\x1a\\x1b\\x1c\\x1d\\x1e\\x1f !"#'
-                "$%&\\'()*+,-./0123456789:;<=>?@AB"
-                "CDEFGHIJKLMNOPQRSTUVWXYZ[\\\\]^_`a"
-                "bcdefghijklmnopqrstuvwxyz{|}~\\x7f"
-                "\\x80\\x81\\x82\\x83\\x84\\x85\\x86\\x87"
-                "\\x88\\x89\\x8a\\x8b\\x8c\\x8d\\x8e\\x8f"
-                "\\x90\\x91\\x92\\x93\\x94\\x95\\x96\\x97"
-                "\\x98\\x99\\x9a\\x9b\\x9c\\x9d\\x9e\\x9f"
-                "\\xa0\\xa1\\xa2\\xa3\\xa4\\xa5\\xa6\\xa7"
-                "\\xa8\\xa9\\xaa\\xab\\xac\\xad\\xae\\xaf"
-                "\\xb0\\xb1\\xb2\\xb3\\xb4\\xb5\\xb6\\xb7"
-                "\\xb8\\xb9\\xba\\xbb\\xbc\\xbd\\xbe\\xbf"
-                "\\xc0\\xc1\\xc2\\xc3\\xc4\\xc5\\xc6\\xc7"
-                "\\xc8\\xc9\\xca\\xcb\\xcc\\xcd\\xce\\xcf"
-                "\\xd0\\xd1\\xd2\\xd3\\xd4\\xd5\\xd6\\xd7"
-                "\\xd8\\xd9\\xda\\xdb\\xdc\\xdd\\xde\\xdf"
-                "\\xe0\\xe1\\xe2\\xe3\\xe4\\xe5\\xe6\\xe7"
-                "\\xe8\\xe9\\xea\\xeb\\xec\\xed\\xee\\xef"
-                "\\xf0\\xf1\\xf2\\xf3\\xf4\\xf5\\xf6\\xf7"
-                "\\xf8\\xf9\\xfa\\xfb\\xfc\\xfd\\xfe\\xff"
-                "'"
-            ),
-        }
+        assert decoded_report == report
+
+        decoded_report = json.loads(json_text)
diff --git a/tests/test_processing.py b/tests/test_processing.py
index 1a141a3ca1..67bd7bb411 100644
--- a/tests/test_processing.py
+++ b/tests/test_processing.py
@@ -226,10 +226,10 @@ def test_format_randomness_plot_error():
 def test_format_randomness_plot_no_exception(percentages: list[float], block_size: int):
     assert str(block_size) in format_randomness_plot(
         RandomnessReport(
-            shannon=RandomnessMeasurements(
+            shannon=RandomnessMeasurements.model_construct(
                 percentages=percentages, block_size=block_size, mean=mean(percentages)
             ),
-            chi_square=RandomnessMeasurements(
+            chi_square=RandomnessMeasurements.model_construct(
                 percentages=percentages, block_size=block_size, mean=mean(percentages)
             ),
         )
diff --git a/tests/test_report.py b/tests/test_report.py
index ecbe79ca5c..85c44d6116 100644
--- a/tests/test_report.py
+++ b/tests/test_report.py
@@ -121,14 +121,14 @@ def hello_kitty_task_results(
                     sha256="144d8b2c949cb4943128aa0081153bcba4f38eb0ba26119cc06ca1563c4999e1",
                 ),
                 CarveDirectoryReport(carve_dir=extract_root / "hello_kitty_extract"),
-                UnknownChunkReport(
+                UnknownChunkReport.model_construct(
                     id=ANY,
                     start_offset=0,
                     end_offset=6,
                     size=6,
                     randomness=None,
                 ),
-                UnknownChunkReport(
+                UnknownChunkReport.model_construct(
                     id=ANY,
                     start_offset=131,
                     end_offset=138,
@@ -183,7 +183,7 @@ def hello_kitty_task_results(
                 blob_id=kitty_id,
             ),
             reports=[
-                StatReport(
+                StatReport.model_construct(
                     path=extract_root / "hello_kitty_extract/138-263.zip_extract",
                     size=ANY,
                     is_dir=True,
@@ -236,7 +236,7 @@ def hello_kitty_task_results(
                 blob_id=hello_id,
             ),
             reports=[
-                StatReport(
+                StatReport.model_construct(
                     path=extract_root / "hello_kitty_extract/6-131.zip_extract",
                     size=ANY,
                     is_dir=True,
@@ -343,7 +343,7 @@ def container_task_results(
                     is_link=False,
                     link_target=None,
                 ),
-                FileMagicReport(
+                FileMagicReport.model_construct(
                     magic=ANY,
                     mime_type="application/zip",
                 ),
@@ -377,7 +377,7 @@ def container_task_results(
                 blob_id=chunk_id,
             ),
             reports=[
-                StatReport(
+                StatReport.model_construct(
                     path=extract_root / "container_extract",
                     size=ANY,
                     is_dir=True,
diff --git a/uv.lock b/uv.lock
index 2d903c515f..e86544752f 100644
--- a/uv.lock
+++ b/uv.lock
@@ -6,6 +6,15 @@ resolution-markers = [
     "python_full_version < '3.10'",
 ]
 
+[[package]]
+name = "annotated-types"
+version = "0.7.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/ee/67/531ea369ba64dcff5ec9c3402f9f51bf748cec26dde048a2f973a4eea7f5/annotated_types-0.7.0.tar.gz", hash = "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89", size = 16081, upload-time = "2024-05-20T21:33:25.928Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/78/b6/6307fbef88d9b5ee7421e68d78a9f162e0da4900bc5f5793f6d3d0e34fb8/annotated_types-0.7.0-py3-none-any.whl", hash = "sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53", size = 13643, upload-time = "2024-05-20T21:33:24.1Z" },
+]
+
 [[package]]
 name = "appdirs"
 version = "1.4.4"
@@ -1187,6 +1196,130 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/13/a3/a812df4e2dd5696d1f351d58b8fe16a405b234ad2886a0dab9183fb78109/pycparser-2.22-py3-none-any.whl", hash = "sha256:c3702b6d3dd8c7abc1afa565d7e63d53a1d0bd86cdc24edd75470f4de499cfcc", size = 117552, upload-time = "2024-03-30T13:22:20.476Z" },
 ]
 
+[[package]]
+name = "pydantic"
+version = "2.11.7"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "annotated-types" },
+    { name = "pydantic-core" },
+    { name = "typing-extensions" },
+    { name = "typing-inspection" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/00/dd/4325abf92c39ba8623b5af936ddb36ffcfe0beae70405d456ab1fb2f5b8c/pydantic-2.11.7.tar.gz", hash = "sha256:d989c3c6cb79469287b1569f7447a17848c998458d49ebe294e975b9baf0f0db", size = 788350, upload-time = "2025-06-14T08:33:17.137Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/6a/c0/ec2b1c8712ca690e5d61979dee872603e92b8a32f94cc1b72d53beab008a/pydantic-2.11.7-py3-none-any.whl", hash = "sha256:dde5df002701f6de26248661f6835bbe296a47bf73990135c7d07ce741b9623b", size = 444782, upload-time = "2025-06-14T08:33:14.905Z" },
+]
+
+[[package]]
+name = "pydantic-core"
+version = "2.33.2"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "typing-extensions" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/ad/88/5f2260bdfae97aabf98f1778d43f69574390ad787afb646292a638c923d4/pydantic_core-2.33.2.tar.gz", hash = "sha256:7cb8bc3605c29176e1b105350d2e6474142d7c1bd1d9327c4a9bdb46bf827acc", size = 435195, upload-time = "2025-04-23T18:33:52.104Z" }
+wheels = [
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+
 [[package]]
 name = "pyfatfs"
 version = "1.1.0"
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 ]
 
+[[package]]
+name = "typing-inspection"
+version = "0.4.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "typing-extensions" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/f8/b1/0c11f5058406b3af7609f121aaa6b609744687f1d158b3c3a5bf4cc94238/typing_inspection-0.4.1.tar.gz", hash = "sha256:6ae134cc0203c33377d43188d4064e9b357dba58cff3185f22924610e70a9d28", size = 75726, upload-time = "2025-05-21T18:55:23.885Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/17/69/cd203477f944c353c31bade965f880aa1061fd6bf05ded0726ca845b6ff7/typing_inspection-0.4.1-py3-none-any.whl", hash = "sha256:389055682238f53b04f7badcb49b989835495a96700ced5dab2d8feae4b26f51", size = 14552, upload-time = "2025-05-21T18:55:22.152Z" },
+]
+
 [[package]]
 name = "ubi-reader"
 version = "0.8.10"
@@ -1678,6 +1823,7 @@ dependencies = [
     { name = "lz4" },
     { name = "plotext" },
     { name = "pluggy" },
+    { name = "pydantic" },
     { name = "pyfatfs" },
     { name = "pymdown-extensions" },
     { name = "pyperscan" },
@@ -1723,6 +1869,7 @@ requires-dist = [
     { name = "lz4", specifier = ">=4.3.2,!=4.4.3" },
     { name = "plotext", specifier = ">=4.2.0,<6.0" },
     { name = "pluggy", specifier = ">=1.3.0" },
+    { name = "pydantic", specifier = ">=2.0" },
     { name = "pyfatfs", specifier = ">=1.0.5" },
     { name = "pymdown-extensions", specifier = ">=10.15" },
     { name = "pyperscan", specifier = ">=0.3.0" },
diff --git a/vulture_whitelist.py b/vulture_whitelist.py
index 816198be11..7e161580f8 100644
--- a/vulture_whitelist.py
+++ b/vulture_whitelist.py
@@ -12,12 +12,18 @@
     Handler,
     HandlerDoc,
     HandlerType,
+    ReportModelAdapter,
     SingleFile,
     TaskResult,
-    _JSONEncoder,
 )
 from unblob.parser import _HexStringToRegex
-from unblob.report import ChunkReport, FileMagicReport, StatReport
+from unblob.report import (
+    ChunkReport,
+    ExtractCommandFailedReport,
+    FileMagicReport,
+    StatReport,
+    UnknownError,
+)
 
 _HexStringToRegex.literal
 _HexStringToRegex.wildcard
@@ -25,8 +31,6 @@
 _HexStringToRegex.range_jump
 _HexStringToRegex.alternative
 
-_JSONEncoder.default
-
 TaskResult.filter_reports
 ChunkReport.handler_name
 FileMagicReport.magic
@@ -69,3 +73,11 @@
 generate_markdown
 
 Handler.DOC
+
+ReportModelAdapter
+
+UnknownError.model_config
+UnknownError.model_post_init
+
+ExtractCommandFailedReport.encode_bytes
+ExtractCommandFailedReport.decode_bytes