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+# Report of TEST010 – Recommendation Personalisation Testing
+
+## Test Environment
+- **Platform**: Web (Expo w mode)
+- **Date**: 16th May, 2026
+
+## Test Profiles Created
+1. **Profile A (Alan) (Primary)**: Peanut Allergy + Vegan
+2. **Profile B (Kyle)**: Gluten & Lactose Intolerances + Vegetarian
+3. **Profile C (Frye)**: No Allergies, Intolerances or Dietary Preferences (Control)
+
+## Test Demographics
+While the settings in Demographics expected to be **Profile-based** are simply **universal within the account**, it is assumed to be valid only when the **Primary Profile** is selected as Active Profile throughout the testing.
+
+## Testing Checklist
+
+### 1. Allergy Warning Test
+- **Action**: Searching a product containing peanuts to see whether warning shows to a profile with allergy on peanuts
+- **Product Selected**: Peanut M&M's 380gm
+- **Expectation**: Clear allergy warning(s) (for personalisation) in tab “For you”
+- **Result**: **Pass**
+- **Behaviour(s) observed**: Warning appears correctly under Profile A
+
+### 2. Dietary Preference Respect
+- **Action**: Switching to Vegan and/or Vegetarian profile to check whether animal-based products are avoided or warned
+- **Product Selected**: Beef and Cheese Pie
+- **Expectation**: Clear warning/reminder(s) (for personalisation) in tab “For you”
+- **Result**: **Fail** (no personalised warnings/reminders for Not Vegan / Not Vegetarian)
+- **Remark**: Tags of Not Vegan / Not Vegetarian are available on searching/history functionality but **not** the personalisation features
+
+### 3. Nutrition Guardrail Level-Based Recommendation
+- **Action**: Searching an obviously unhealthy product with a Strict Nutrition Guardrail Level and a Relaxed Nutrition Guardrail Level
+- **Product Selected**: Salt & Vinegar Crinkle Cut Chips
+- **Expectation**:
+  1. Warning shown in tab “For you”
+  2. Healthier alternatives suggested in tab “Compare”
+- **Result**: **Fail**
+  1. No personalised warnings (field labelled as “Not available”)
+  2. Suggested alternatives remain identical regardless of Strict or Relaxed level
+
+### 4. Alternative Product Quality
+- **Action**: Switching to Vegan and/or Vegetarian profile and searching a product to check whether suggested alternatives make sense
+- **Product Selected**: Beef and Cheese Pie
+- **Expectation**: Alternatives suggested in tab “Compare” are relevant to the searched product and reasonable to the profile
+- **Result**: **Poor**
+- **Remark**: Very likely **no result-based alternative recommendation** that suggestions appear generic (e.g. bacon and chicken breast suggested to a Vegan profile)
+
+### 5. Overall Consistency & User Experience
+- **Overall Personalisation Effectiveness**: **Moderate**
+- **Major Issues Found**:
+  - Dietary preferences (Vegan / Vegetarian) are basically **NOT** considered in recommendations
+  - Nutrition Guardrail Level has **NO observable impact** on suggestions
+  - Alternative recommendations are healthier but **not much relevant** to the searched product
+  - Allergy detection and warning work fairly well
+- Suggestions for Improvement:
+  - Strengthen integration between user profile (allergies, intolerances, dietary preferences) / demographics (guardrail) and the recommendation engine
+  - Improve clarity of explanations on suggestions in tab “Compare”
+  - Make alternative suggestions more context-aware rather than generic healthy options
+
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