diff --git a/CHANGELOG.md b/CHANGELOG.md
index c6bb4f600..f1077423a 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -5,6 +5,7 @@
 ### Breaking Changes
 
 ### New Features
+- feature: Add SingleLabelClassifyFailedExampleIterator for easy retrieval of failed examples.
 - feature: Error information is printed to the console on failed runs and evaluations.
 - feature: The stack trace of a failed run/evaluation is included in the `FailedExampleRun`/`FailedExampleEvaluation` object
 - feature: The `Runner.run_dataset` and `Evaluator.evaluate_run` have an optional flag `abort_on_error` to stop running/evaluating when an error occurs.
diff --git a/src/examples/user_journey.ipynb b/src/examples/user_journey.ipynb
index 3cf2484f1..1dc569768 100644
--- a/src/examples/user_journey.ipynb
+++ b/src/examples/user_journey.ipynb
@@ -22,9 +22,7 @@
     "    ClassifyInput,\n",
     "    PromptBasedClassify,\n",
     "    SingleLabelClassifyAggregationLogic,\n",
-    "    SingleLabelClassifyEvaluation,\n",
     "    SingleLabelClassifyEvaluationLogic,\n",
-    "    SingleLabelClassifyOutput,\n",
     ")\n",
     "import json\n",
     "\n",
@@ -319,10 +317,11 @@
    "metadata": {},
    "outputs": [],
    "source": [
+    "from intelligence_layer.use_cases.classify.classify import (\n",
+    "    SingleLabelClassifyFailedExampleIterator,\n",
+    ")\n",
     "\n",
-    "from intelligence_layer.use_cases.classify.classify import FailedExampleIterator\n",
-    "\n",
-    "failed_example_iterator = FailedExampleIterator(\n",
+    "failed_example_iterator = SingleLabelClassifyFailedExampleIterator(\n",
     "    dataset_repository, run_repository, evaluation_repository\n",
     ")\n",
     "list(failed_example_iterator.get_examples(eval_overview.id))"
@@ -509,7 +508,6 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "\n",
     "list(failed_example_iterator.get_examples(eval_overview_prompt_adjusted.id))"
    ]
   },
diff --git a/src/intelligence_layer/use_cases/classify/classify.py b/src/intelligence_layer/use_cases/classify/classify.py
index 7e28e0271..59e2ab376 100644
--- a/src/intelligence_layer/use_cases/classify/classify.py
+++ b/src/intelligence_layer/use_cases/classify/classify.py
@@ -168,7 +168,7 @@ def do_evaluate_single_output(
         )
 
 
-class FailedExampleIterator:
+class SingleLabelClassifyFailedExampleIterator:
     def __init__(
         self,
         dataset_repository: DatasetRepository,