• Published :July 01, 2019
  • Client :Radius Theme
  • Category :,
  • Website :https://github.com
  • Share :

The Rating Crisis

MealMasters was losing:
✔ 12,000 monthly users to competitors with better ratings
✔ $380K/year in refunds from negative experiences
✔ Top drivers leaving for other platforms
Our mission: Turn ratings into a growth engine.

Our Rating Optimization Framework

1. Review Sentiment Triage
  • AI-Powered Analysis:

    • Categorized 9,200 reviews into 6 pain points

    • Discovered 68% of negatives mentioned “late” or “cold”

  • Root Cause Mapping:

    ComplaintTrue Cause
    “Late food”Driver GPS routing errors
    “Cold meals”Missing thermal bag checks
2. Proactive Rating Defense
  • Pre-Emptive Feedback System:

    • Sent in-app satisfaction check before Google Play review prompt

    • Directed unhappy users to live chat instead of public reviews

  • “Make It Right” Algorithm:

    • Auto-issued $5 credits for orders with >25min delays

3. Strategic Review Generation
    • Identified ideal review candidates (3+ orders, always on-time)

    • Triggered personalized review asks post-delivery

      Happy Customer Targeting: “Your driver, Sam beat the estimate! Share your experience?”

  • Incentive Structure:

    • Offered loyalty points (not discounts) for verified reviews

4. Public Response Protocol
  • Customized Reply Templates:

    Review TypeResponse Strategy
    1-star with complaint“We’ve refunded $10 + fired that driver”
    4-star with suggestion“Implementing your packaging idea next month!”

Execution Timeline

MonthFocus AreaKey Result
1Data DiagnosticsIdentified 3 systemic failure points
2System ChangesReduced late orders by 61%
3Review Flow LaunchIncreased positive reviews 4X
4Full OptimizationBecame top-rated in 6 metro areas

Measurable Improvements

MetricBeforeAfter (6 Months)
Average Rating3.8★4.6★
1-Star Reviews22%6%
Driver Retention68%89%
App Store Position#28#7 (Food & Drink)

Strategic Wins:
✅ “Fastest Delivery” badge earned in app stores
✅ Cut refund costs by $210K annually
✅ Became a preferred partner for premium restaurants