Projects
Healthcare
Intelligent HPLC Result Interpretation
We built a diagnostic platform that automates the interpretation of haemoglobin chromatograms from HPLC analyzers. It uses adaptive algorithms and cloud-based libraries to identify known and unknown peaks, saving doctors time and improving diagnostic accuracy.
Performance Analytics Platform
This platform helps clinics monitor patient visits, provider productivity, and financial performance. It integrates with healthcare systems to generate dashboards for billing gaps, insurance reporting, and appointment compliance, streamlining operations and boosting efficiency.
Digital Claim Submission
We developed a HIPAA-compliant cloud platform for submitting CMS 1500 and dental insurance claims. It standardizes patient data, validates entries, and generates printable forms, enabling clinics to move toward paperless, traceable insurance workflows.
Collaborative Healthcare
A multi-payer analytics platform that unifies clinical, claims, and self-reported data to improve care coordination. It provides predictive insights into risk, cost, and utilization, helping hospitals and providers intervene early and improve outcomes.
Population Healthcare
This solution helps clinicians track vaccination performance using a dashboard that compares individual metrics with national benchmarks. It integrates with learning systems and supports educational interventions to improve immunization rates.
Preventive Healthcare
Our platform analyzes genomic, lifestyle, and behavioral data to predict individual health risks. It offers personalized recommendations and gamified engagement, helping insurers and corporates promote preventive care.
Evidence-Based Care Coordination
Designed for antenatal care, this platform uses AI to assess pregnancy risks and manage care. It combines diagnostics kits with real-time monitoring and communication tools to support early detection and prioritization of high-risk cases.
Pollution-Induced Pulmonary Care
This system tracks hyperlocal pollution, lifestyle, and respiratory symptoms to predict pulmonary risks. It helps hospitals and insurers manage disease prevention and wellness programs using AI-driven insights.
Financial Services
Non-Performing Asset Analytics
We helped a financial institution tackle its NPA challenge by building a predictive analytics model. It used causal matrices and 9 million data points to identify potential defaulters early in the loan approval cycle, improving classification accuracy and reducing risk exposure.
KYC Governance and Analytics
For a FinTech firm expanding internationally, we implemented a KYC/AML onboarding system. It ensured compliance with global regulations and flagged suspicious behavior early, helping the client maintain its brokerage license and streamline customer onboarding.
AI Solutions in Financial Services
We delivered a suite of AI-powered solutions across banking, insurance, and exchanges. These included fraud detection, customer churn prediction, arbitrage trading, and claims intelligence, each tailored to improve decision-making and operational efficiency.
Customer Churn Prediction
A VIP churn prediction model was built by combining data from call centers, retail branches, and social media. It helped the client identify churn paths and proactively retain high-value customers, reducing churn by up to 40%.
Arbitrage Trading
We created a real-time trading model across 530 global exchanges and 1170 digital assets. The system identified profitable arbitrage opportunities and delivered actionable insights, helping the client capitalize on market inefficiencies.
Improving Decision & Customer Renewal
This solution segmented policyholders by renewal likelihood and payment probability. It helped insurers prioritize outreach, reduce campaign costs, and improve collection rates—resulting in a 26% increase in positive decisions.
Risk Assessment & Propensity Model
We built a model to assess creditworthiness using both traditional and non-traditional data. It enabled faster loan decisions, improved cross-sell opportunities, and expanded access to credit for a wider borrower base.
Reduction of a Bank’s NPA
A cloud-based platform was developed to forecast loan applicant risk. Using historical borrowing patterns and causal analysis, the bank achieved 72% classification accuracy and reduced NPAs, freeing up capital for profitable lending.
Differential Privacy
To address data privacy concerns, we implemented an ETL pipeline with differential privacy. It added controlled noise to sensitive data, ensuring compliance with GDPR and CCPA while preserving analytical value.
Spend Inflation Analysis
Our analytics platform provided deep insights into procurement trends across vendors and items. It helped a client reduce delays and costs by 12% in a single department, improving ROI and supply chain efficiency.
Retail
Customer Segmentation & Profiling
We helped a large US retailer segment its customers using CHAID, clustering, and classification trees. The solution identified engaged and disengaged segments, enabling targeted retention and upselling strategies. It also supported lifetime value analysis and loyalty program design.
Market Basket Analysis
Using item-level purchase data, we implemented association and affinity analysis to uncover product relationships. This helped the retailer optimize product placement, bundling, and promotional planning, boosting cross-sell and up-sell opportunities.
Sales / Demand Forecasting
We built a forecasting model using time series and regression techniques to predict sales and demand. It helped the retailer improve inventory planning, resource allocation, and supply chain efficiency by anticipating demand fluctuations.
Safety Stock Optimization
To address demand-supply mismatches, we developed a simulation-based model using distribution fitting. It helped the retailer estimate optimal safety stock levels, reduce opportunity loss, and improve production planning under uncertain lead times.
Promotion Impact on Sales
We used regression and optimization modeling to analyze how discounts affect sales across product categories. The solution identified minimum, maximum, and optimal discount levels, helping the retailer design more effective promotional campaigns.
Maximizing Response
By modeling customer behavior, we helped the retailer distinguish coupon responders from non-responders. Using logistic regression and ensemble methods, the solution improved targeting, reduced campaign costs, and supported loyalty program development.
Modeling Brand Affinity
We analyzed customer purchase history and profiles to model brand preferences. The insights enabled the retailer to design brand-specific promotions, loyalty programs, and marketing strategies tailored to different customer segments.
Staffing & HR
Employee Attrition & Retention
We worked with a large US bank to predict employee attrition using AI. The system identified who might quit and why, allowing managers to address risk factors proactively. As a result, the bank reduced attrition by 30% and improved its training and retention strategies.
Employee Engagement
For a major electronics retailer, we built a solution to boost in-store employee engagement. It analyzed survey responses and social media data to uncover motivational trends. The insights helped improve customer experience and staff morale across both physical and online channels.
Employee Productivity
A global software company partnered with us to enhance developer productivity. The solution identified communication gaps and training needs through behavioural analytics. Post-implementation, the company saw fewer bugs and better collaboration across teams.
Transportation
Smart Mobility Platform
Implemented across three metro cities in India, this platform integrates real-time data from GPS, sensors, and mobile apps to improve public transport planning. It reduces commute time by 15–20 minutes daily and enhances safety and convenience for commuters.
Route Optimization
For a leading ITES company, we built an ML-driven system to optimize employee transport routes. It reduced costs, improved punctuality, and maintained satisfaction by solving the Traveling Salesman Problem for shift-based routing.
Disaster Management
This mobile and wearable-enabled solution allows real-time incident reporting for road accidents, harassment, and personal safety. Used by law enforcement and field teams, it connects users to control rooms via geo-location alerts.
Digital Checkpost
Deployed in smart cities, this system uses ANPR cameras and the VAHAN database to detect vehicle non-compliance. It automates pollution and tax checks, sending alerts to transport departments and law enforcement.
Logistics
Logistics Planning
We partnered with one of the largest bulk transport companies in the US to build a planning system that optimizes routes, trailers, and driver schedules. The solution includes GPS tracking, real-time data collection, and role-based access for planners. It helped reduce travel distance, save fuel, and comply with driver regulations.
Hyper-Logistics Demand-Supply
For a hyper-local logistics unicorn in Indonesia, we developed a big data platform that forecasts demand and supply in real time. Using adaptive learning algorithms and stream data, the system achieved over 90% prediction accuracy and enabled dynamic pricing strategies to improve financial efficiency.
Freight Flow Analysis
In collaboration with the World Bank Group, we built a model to analyze freight movement in urban cities. The solution identified congestion points, optimized warehouse locations, and proposed alternative transport modes to reduce traffic and improve logistics infrastructure planning.
Driver Pay
Our logistics platform includes a GPS-based module that tracks driver activity and automates pay calculations. This ensures accurate compensation, improves transparency, and helps planners monitor performance across terminals.
Order Planning
The system features a drag-and-drop interface that allows logistics managers to assign orders and trailers to drivers seamlessly. It integrates with third-party systems and supports real-time adjustments, improving operational flexibility and reducing planning time.
Call to action
Contact us today to learn more about how our machine learning-powered business forecasting solution can help you make better decisions for your business. sales@infinitumdata.com.au
