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Problem:
Users needed a faster way to find the most relevant counselor based on specialization and available data.
Solution:
Built a recommendation workflow using PySpark for data processing and Redis for fast lookup and recommendation serving.
Tools:
Python, PySpark, Redis, Docker, Docker Compose
Result:
Created a containerized recommendation system that processes counselor data and returns relevant matches efficiently.
The network for creativity
Join 1.25M professional creatives like you
Connect with clients, get discovered, and run your business 100% commission-free
Creatives on Contra have earned over $150M and we are just getting started
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🚀 GRIDSCORE - The Trust Layer for Freelancers
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📂 CATEGORY
Dashboard + Social/Community
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💡 WHAT IS GRIDSCORE?
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GridScore is a client intelligence platform built for freelancers, consultants, agencies, and independent professionals.
It helps freelancers evaluate client quality, monitor relationship health, identify risks early, and make smarter business decisions using analytics, AI-powered insights, and community intelligence.
Think of it as a credit score system for freelance clients.
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⚠️ THE PROBLEM
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Freelancers frequently face challenges such as:
• Late payments
• Poor communication
• Scope creep
• Unpredictable client behavior
• Limited information before accepting projects
Unlike banks that use credit scores to assess risk, freelancers typically make decisions with little or no data.
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✅ THE SOLUTION
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GridScore provides a centralized platform where Freelancers can:
• Track client relationships
• Measure client health through a scoring system.
• Identify engagement risks
• Monitor payment behavior
• Access community-driven intelligence
• Make data-informed decisions
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⭐ KEY FEATURES
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📊 Client Health Scoring
Each client receives a GridScore (0–100) calculated using:
• Payment Speed
• Communication Responsiveness
• Scope Creep Incidents
• Repeat Projects
Scores are automatically translated into letter grades and risk levels.
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📈 Analytics Dashboard
A centralized dashboard featuring:
• Total Clients
• Average Health Score
• Revenue Metrics
• On-Time Payment Rates
• Repeat Project Counts
• Risk Indicators
Interactive charts help users quickly identify trends and opportunities.
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👥 Client Management
Users can:
• Create client profiles
• Track project history
• Monitor engagement metrics
• Manage client records
• Analyze relationship performance
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🤖 AI-Powered Insights
GridScore generates intelligent recommendations including:
• Late payment warnings
• Communication trend analysis
• Scope creep alerts
• Client health summaries
• High-value client identification
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🌐 Community Intelligence
Freelancers can anonymously contribute:
• Client Reviews
• Payment Reliability Ratings
• Communication Ratings
• Scope Creep Experiences
• Work-Again Recommendations
Submissions are aggregated into company reputation scores while preserving contributor anonymity.
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🛠️ HOW IT WAS BUILT
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GridScore was built using Bubble and started from a Bubble AI-generated foundation.
The initial AI-generated application established the core structure of the platform.
From that foundation, the application was expanded with:
✓ Custom Client Health Scoring
✓ Analytics Dashboards & Visualizations
✓ AI Insight Features
✓ Community Intelligence System
✓ Client Management Workflows
✓ Modern SaaS User Experience
The final product evolved significantly beyond the initial AI-generated baseline while retaining Bubble AI as the starting point.
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🌍 WHY IT MATTERS
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Freelancers are businesses, yet many lack tools for evaluating client risk and relationship quality.
GridScore provides a data-driven approach to client management, helping freelancers reduce uncertainty, protect their income, and make more informed decisions.
The long-term vision is to become the trust and reputation layer for freelance work worldwide.
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Live Demo Link: Link to the Demo on Bubble
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This solves a real problem in the freelance space.
A place to post difficult decisions, get confidence-weighted advice from the community, and receive an AI Decision Brief that summarizes the best arguments before you decide.
Built from a Bubble AI-generated foundation and expanded into a fully functional app.
Would you trust the crowd with your next big decision?
This is nice.
HireFlow is a recruitment operations dashboard designed to help recruiters manage candidates throughout the hiring process.
The platform enables users to track applicants, manage hiring stages, organize candidate information, and monitor recruitment performance through a centralized dashboard and analytics view.
The project was initially generated using Bubble AI App Builder and then customized with workflow validation, candidate management enhancements, realistic recruitment datasets, and dashboard optimization to create a functional end-to-end recruiting solution.
Category: Dashboard
Core Features:
Candidate management
Hiring pipeline tracking
Recruitment analytics
Candidate source tracking
Recruiter workflow management
Bubble AI was used to generate the initial application structure, which was then refined and tested to ensure a complete user workflow and a polished user experience.
Live App: https://theoadebes.bubbleapps.io/version-test/
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