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Feature 8: Smart Recommendation Engine for Safety & Culinary Use #165

Description

@saidai-bhuvanesh

Description

Interpreting a freshness index (e.g., 78%) is not intuitive for everyday consumers. This issue proposes a Smart Recommendation Engine to translate freshness scores into actionable culinary and storage guidelines.

Based on the fused freshness score, the app will output specific consumption recommendations:

  • Score >= 90: "Sushi grade. Suitable for raw consumption. Excellent flavor profile."
  • Score >= 75: "A Grade. Ideal for pan-frying or baking. Consume within 24 hours."
  • Score >= 60: "B Grade. Best for curries/slow-cooking. Ensure thorough cooking. Consume within 12 hours."
  • Score < 60: "Spoiled. Not recommended for consumption. Discard immediately."
    It will also provide storage advice (e.g., ideal temperature, ice packaging) in a clean cards-based UI.

Technical Implementation Details

  1. Rules Definition: Code the recommendation mappings on both the backend payload builder and the frontend.
  2. Storage advice: Include dynamic hours values and safe temperature targets.
  3. UI Integration: Present recommendations inside AnalysisDashboard.tsx using cards with icons.

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