diff --git a/.github/workflows/cml.yml b/.github/workflows/cml.yml
index b52a3932..26e79314 100644
--- a/.github/workflows/cml.yml
+++ b/.github/workflows/cml.yml
@@ -21,8 +21,12 @@ jobs:
           python3 training.py --train-filepath ./model_build_data/change_data/rdsap_full/train_validation_data.parquet --test-filepath ./model_build_data/change_data/rdsap_full/test_data.parquet
 
           cd model_directory/RDSAP_CHANGE
-          echo "## MODEL METRICS from registry" > report.md
+          echo "## Model metrics from registry" > report.md
           cat model_registry.csv >> report.md
 
+          echo "## Residuals plot from model" >> report.md
+          plot_location=$(find . -maxdepth 10 -name "residuals.png")
+          cml-publish $(plot_location) --md >> report.md
+
           cml comment create report.md