diff --git a/demos/use_cases/newsletter_is_model_choice_the_free_lunch_in_ai/README.md b/demos/use_cases/model_choice_with_test_harness/README.md similarity index 100% rename from demos/use_cases/newsletter_is_model_choice_the_free_lunch_in_ai/README.md rename to demos/use_cases/model_choice_with_test_harness/README.md diff --git a/demos/use_cases/newsletter_is_model_choice_the_free_lunch_in_ai/arch_config_with_aliases.yaml b/demos/use_cases/model_choice_with_test_harness/arch_config_with_aliases.yaml similarity index 100% rename from demos/use_cases/newsletter_is_model_choice_the_free_lunch_in_ai/arch_config_with_aliases.yaml rename to demos/use_cases/model_choice_with_test_harness/arch_config_with_aliases.yaml diff --git a/demos/use_cases/newsletter_is_model_choice_the_free_lunch_in_ai/bench.py b/demos/use_cases/model_choice_with_test_harness/bench.py similarity index 100% rename from demos/use_cases/newsletter_is_model_choice_the_free_lunch_in_ai/bench.py rename to demos/use_cases/model_choice_with_test_harness/bench.py diff --git a/demos/use_cases/newsletter_is_model_choice_the_free_lunch_in_ai/evals_summarize.yaml b/demos/use_cases/model_choice_with_test_harness/evals_summarize.yaml similarity index 100% rename from demos/use_cases/newsletter_is_model_choice_the_free_lunch_in_ai/evals_summarize.yaml rename to demos/use_cases/model_choice_with_test_harness/evals_summarize.yaml diff --git a/demos/use_cases/newsletter_is_model_choice_the_free_lunch_in_ai/poetry.lock b/demos/use_cases/model_choice_with_test_harness/poetry.lock similarity index 100% rename from demos/use_cases/newsletter_is_model_choice_the_free_lunch_in_ai/poetry.lock rename to demos/use_cases/model_choice_with_test_harness/poetry.lock diff --git a/demos/use_cases/newsletter_is_model_choice_the_free_lunch_in_ai/pyproject.toml b/demos/use_cases/model_choice_with_test_harness/pyproject.toml similarity index 100% rename from demos/use_cases/newsletter_is_model_choice_the_free_lunch_in_ai/pyproject.toml rename to demos/use_cases/model_choice_with_test_harness/pyproject.toml diff --git a/demos/use_cases/newsletter_is_model_choice_the_free_lunch_in_ai/run_demo.sh b/demos/use_cases/model_choice_with_test_harness/run_demo.sh similarity index 100% rename from demos/use_cases/newsletter_is_model_choice_the_free_lunch_in_ai/run_demo.sh rename to demos/use_cases/model_choice_with_test_harness/run_demo.sh