← Back to Results ✦ Case Study – Multi-Location Cannabis Retail

Review Intelligence Platform

A real-time analytics engine that transforms scattered Google reviews into executive-grade intelligence – powering faster responses, sharper insights, and stronger brands across every location.

🐍 Python ⚡ Flask 📡 Google API 📊 Recharts 🚀 Railway
Executive Overview – KPI cards, rating distribution, and review volume trends
01 Executive Intelligence

Command Center Overview

A unified dashboard consolidating every location's review performance into a single panoramic view. KPI cards surface critical metrics at a glance, while interactive charts reveal rating distributions and volume trends over time.

  • Real-time KPI cards: average rating, total reviews, response rate
  • Star-rating distribution with visual donut charts
  • Multi-location comparison in a single executive table
  • Automated weekly and monthly trend calculations
4Locations
1200+Reviews Tracked
98%Response Rate
review-dashboard.avellesolutions.com
Executive Overview Dashboard
02 Brand Analytics

Multi-Brand Performance

Weekly reporting that breaks down review performance by individual brand. Grouped bar charts make cross-brand comparison intuitive, while trend lines reveal momentum shifts before they become problems.

  • Side-by-side brand comparison with grouped bar charts
  • Date range filtering for granular time-period analysis
  • Weekly trend tracking with visual momentum indicators
  • Brand-specific rating breakdown by star level
review-dashboard.avellesolutions.com/weekly
Weekly Report – Multi-brand bar chart comparison
03 Trend Intelligence

Intelligent Trend Analysis

Monthly deep-dives with volume-adjusted ratings and sensitivity controls. The proprietary scoring algorithm weights review volume against star ratings, revealing the true health of each location beyond simple averages.

  • Volume-Adjusted Rating algorithm for balanced scoring
  • Interactive sensitivity slider for custom weighting
  • Monthly trend charts with historical context
  • Exportable reports for stakeholder presentations
4.2Avg Rating
12 moHistorical Data
review-dashboard.avellesolutions.com/monthly
Monthly Report – Volume-adjusted rating analysis
04 Review Management

Real-Time Review Feed

Every review across every location, surfaced in a searchable, filterable data table. Status badges instantly show which reviews need attention, while star ratings and timestamps provide the context needed for rapid response.

  • Unified feed of all reviews across all locations
  • Status badges: Replied, Pending, Needs Attention
  • Advanced filtering by store, rating, date, and status
  • Direct links to Google Maps for one-click response
review-dashboard.avellesolutions.com/reviews
All Reviews – Filterable data table with status badges
⭐ Star Ratings
🏷️ Status Badges
🔗 Quick Response
05
Crisis Detection Active

Crisis Detection & Response

Negative reviews don't wait – neither should your team. The executive overview highlights brand performance across all locations with visual indicators that surface rating drops and review velocity changes before they escalate.

  • Multi-brand executive comparison table
  • Visual rating indicators per location
  • 5-star and 1-star distribution tracking
  • Historical week-over-week trend monitoring
<24hrAvg Response
100%Alerts Resolved
review-dashboard.avellesolutions.com/overview
Executive Overview – Multi-brand performance comparison
06 Location Intelligence

Store-Level Benchmarking

Drill into any individual location to see its complete review history, benchmark against network averages, and track improvement trajectories. KPI cards highlight current performance while historical charts reveal the long-term story.

  • Per-store KPI cards: rating, review count, response rate
  • Historical timeline with monthly trend visualization
  • Network benchmark comparison (store vs. average)
  • Exportable store-level reports for regional managers
4.5Top Store Rating
87%5-Star Reviews
100%Response Rate
review-dashboard.avellesolutions.com/history
Store History – Location-level benchmarking and trends
Project Impact

Measurable Results

From scattered Google reviews to a unified intelligence platform – delivered in under 6 weeks.

4Locations Unified
98%Response Rate
6 wksTime to Deploy
24/7Live Monitoring

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