HOW WE SOLVE COMPLEX CHALLENGES
Success Stories & Capabilities
Explore our approach to solving complex business challenges through AI, analytics, and data engineering. See how we apply proven methodologies to deliver measurable results.
Capabilities in Action
Each solution demonstrates our approach to delivering measurable value through data, AI, and engineering excellence.
Enterprise Data Warehouse Rebuild with Medallion Architecture
Designed and implemented a complete data warehouse rebuild using the medallion architecture pattern. This foundational transformation established a robust, scalable data infrastructure supporting bronze (raw), silver (cleansed), and gold (curated) layers.
Key Results:
- ✓100% data lineage and governance established
- ✓3x improvement in query performance
- ✓Unified data platform supporting all business units
- ✓Foundation for advanced AI and analytics initiatives
Cloud-Native ML Model Deployment on Kubernetes for Real-Time Scoring
Architected and deployed a production-grade machine learning inference platform on Kubernetes, handling millions of predictions daily. This containerised, cloud-native architecture provides millisecond response times, horizontal auto scaling and zero downtime deployments for real-time decision-making.
Key Results:
- ✓Millions of daily inferences
- ✓Sub-100ms inference latency at scale
- ✓Horizontal auto scaling from zero to thousands of requests
- ✓Zero downtime model deployments with high availability
Snowflake Intelligence Warehouse with Text-to-SQL Capabilities
Implemented a comprehensive Snowflake Intelligence Warehouse rebuild optimized for natural language querying. This transformation enables business users to interact with data using conversational queries, dramatically reducing the barrier to data access and eliminating the need for technical SQL knowledge.
Key Results:
- ✓Natural language query interface for all users
- ✓90% reduction in request to results
- ✓Self-service analytics for the whole organisation
Advanced Revenue Forecasting with Prophet and AI Foundation Models
Built a sophisticated revenue forecasting system using advanced modelling techniques including Facebook Prophet for time-series analysis and AI foundation models. This solution captures seasonal patterns and complex market dynamics, delivering highly accurate revenue predictions that inform strategic planning and resource allocation.
Key Results:
- ✓95%+ forecast accuracy for quarterly predictions
- ✓Multi-horizon forecasting (weekly to annual)
- ✓Automated anomaly detection and alerting
Customer Churn Prediction and Retention System
Developed a machine learning-powered churn prediction system that identifies customers at risk of churning with high accuracy. The model analyses behavioural patterns, engagement metrics, and transaction history to enable proactive retention campaigns, significantly reducing customer loss and improving lifetime value.
Key Results:
- ✓82% prediction accuracy for churn risk
- ✓40% reduction in customer churn rate
- ✓Proactive retention campaign automation
- ✓Improved customer lifetime value
Text-to-SQL Analytics Platform
Developed an intelligent text-to-SQL system that eliminates the need for traditional reporting and analytics teams. This AI-powered platform empowers business users across multiple departments to query data using natural language, generating accurate SQL queries and delivering insights instantly without technical expertise.
Key Results:
- ✓Eliminated dependency on analytics teams for routine queries
- ✓10x faster access to business insights
- ✓Empowered 10+ non-technical users
- ✓95% query accuracy with natural language
High Performance In-Memory Dashboarding with Streamlit and DuckDB
Replaced expensive Power BI infrastructure with a modern, open source solution built on Streamlit and DuckDB. This in-memory analytics platform delivers extremely fast query performance, interactive dashboards, and significant cost savings while maintaining functionality and user experience.
Key Results:
- ✓100% elimination of Power BI licensing costs
- ✓4x faster query performance with in-memory processing
- ✓Interactive, customisable dashboards
- ✓Seamless integration with existing data sources
Intelligent Workflow Automation with Web Scraping and Lead Qualification
Designed and implemented comprehensive workflow automation using n8n, incorporating intelligent web scraping and AI-powered lead qualification agents. This system automates data collection, qualification, and routing processes, dramatically reducing manual effort while improving lead quality and conversion rates.
Key Results:
- ✓90% reduction in manual data collection time
- ✓Automated lead qualification with 85% accuracy
- ✓Real-time data enrichment and validation
- ✓Seamless integration with CRM systems
AI-Powered Social Media Management and Content Creation
Built an automated social media management system that creates YouTube videos, generates content, and schedules posts across multiple platforms. This AI-driven solution maintains consistent brand presence, optimises posting schedules, and generates engaging content at scale, freeing marketing teams to focus on strategy.
Key Results:
- ✓Automated content creation and publishing
- ✓Consistent multi-platform brand presence
- ✓80% reduction in social media management time
Custom Database Application Development
Designed and developed custom database applications tailored to specific business needs. These solutions combine robust data modelling, intuitive user interfaces, and seamless integrations to solve unique operational challenges and streamline business processes.
Key Results:
- ✓Custom solutions aligned with business workflows
- ✓Improved data accuracy and consistency
- ✓Streamlined operational processes
- ✓Scalable architecture for future growth
Bayesian Mixed Media Modeling with Google Meridian
Implemented Google's Meridian framework for Bayesian mixed media modelling to accurately measure marketing attribution across multiple channels. This sophisticated approach uses Bayesian statistics to quantify the true impact of each marketing touchpoint, providing data-driven insights for budget allocation and campaign optimisation.
Key Results:
- ✓Accurate multi-channel marketing attribution
- ✓Data-driven budget allocation across media channels
- ✓Improved ROI measurement and campaign optimisation
- ✓Bayesian statistical modelling for reliable insights
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