diff --git a/backend/app/db/functions/recommendations_functions.py b/backend/app/db/functions/recommendations_functions.py
index b22ce92f..365829e4 100644
--- a/backend/app/db/functions/recommendations_functions.py
+++ b/backend/app/db/functions/recommendations_functions.py
@@ -80,8 +80,8 @@ def upload_recommendations(session: Session, recommendations_to_upload, property
             "starting_u_value": rec.get("starting_u_value"),
             "new_u_value": rec.get("new_u_value"),
             "sap_points": rec["sap_points"],
-            "heat_demand": rec["heat_demand"],
-            "adjusted_heat_demand": rec["adjusted_heat_demand"],
+            "energy_savings": rec["heat_demand"],
+            "kwh_savings": rec["kwh_savings"],
             "co2_equivalent_savings": rec["co2_equivalent_savings"],
             "total_work_hours": rec["labour_hours"],
             "energy_cost_savings": rec["energy_cost_savings"],
diff --git a/backend/app/db/models/recommendations.py b/backend/app/db/models/recommendations.py
index 186f87a8..8ab7908f 100644
--- a/backend/app/db/models/recommendations.py
+++ b/backend/app/db/models/recommendations.py
@@ -22,7 +22,7 @@ class Recommendation(Base):
     new_u_value = Column(Float)
     sap_points = Column(Float)
     heat_demand = Column(Float)
-    adjusted_heat_demand = Column(Float)
+    kwh_savings = Column(Float)
     co2_equivalent_savings = Column(Float)
     energy_savings = Column(Float)
     energy_cost_savings = Column(Float)
diff --git a/backend/ml_models/Valuation.py b/backend/ml_models/Valuation.py
index 1af38194..b87f156b 100644
--- a/backend/ml_models/Valuation.py
+++ b/backend/ml_models/Valuation.py
@@ -93,6 +93,13 @@ class PropertyValuation:
         # Northern Group Pilot - search by going to https://www.zoopla.co.uk/property/uprn/{uprn}/
         10070868263: 194_000,  # Based on Zoopla
         10070868244: 195_000,  # Based on Zoopla
+        # Places For People Pilot
+        200140644: 385_000,
+        200140645: 481_000,
+        200140646: 372_000,
+        200140647: 481_000,
+        200140648: 373_000,
+        200140649: 373_000,
     }
 
     # We base our valuation uplifts on a number of sources