AI/ML Consulting Case Studies

Real-world implementations showcasing our expertise in traditional machine learning and generative AI solutions across industries

Traditional ML Case Studies

Proven machine learning implementations delivering measurable business outcomes across diverse industries

Dynamic Surge Pricing with XGBoost

Implemented real-time surge pricing for a ride-sharing platform using XGBoost to predict demand spikes based on weather, events, and historical patterns.

85% Accuracy 40% Higher Availability Transportation

Traffic Flow Optimization with K-means

Deployed K-means clustering to identify traffic congestion patterns across urban intersections for a smart city initiative.

23% Reduced Commute Smart Cities Real-time

Warehouse Inventory Management with SVM

Built an automated inventory tracking system using SVM-based object detection to identify and count products on warehouse shelves.

97% Accuracy 70% Labor Reduction 10,000+ Items/Day

Retail Security with Real-time Detection

Developed a loss prevention system using YOLO and custom classifiers to detect suspicious behavior and unscanned items at self-checkout stations.

2 Second Response 35% Shrinkage Reduction Retail Security

Manufacturing Quality Control with CNN

Implemented defect detection on production lines using convolutional neural networks to identify microscopic flaws in electronic components.

99.2% Accuracy 1,000 Units/Min Manufacturing

Credit Risk Assessment with Random Forest

Implemented alternative credit scoring using non-traditional data sources and ensemble methods for underserved populations.

< 3% Default Rate Financial Inclusion Banking

Fraud Detection with Isolation Forest

Deployed real-time transaction monitoring using anomaly detection algorithms to identify fraudulent patterns.

0.02% False Positive $2M Annual Savings 1M+ Transactions/Day

Disease Risk Stratification

Developed patient risk scoring models using electronic health records to identify high-risk individuals for preventive interventions.

81% Accuracy Healthcare Preventive Care

Geospatial Analytics for Retail Site Selection

Combined Google Maps API with gradient boosting to predict optimal retail locations based on foot traffic, demographics, and competitor proximity.

25% Higher Revenue Location Intelligence Retail

Emergency Response Optimization

Integrated Google Places API with clustering algorithms to optimize ambulance positioning based on historical emergency calls and traffic patterns.

18% Faster Response Emergency Services Smart Cities

Energy Demand Forecasting with LSTM

Developed a power grid load forecasting system using LSTM networks to predict hourly electricity demand 72 hours ahead.

15% Energy Waste Reduction 72-Hour Forecast Energy

Predictive Maintenance for Manufacturing

Built time series models using Random Forest to predict equipment failures based on sensor data patterns.

89% Accuracy 45% Downtime Reduction 10-Day Warning

Stock Price Movement Prediction

Created ensemble models combining ARIMA and XGBoost to forecast short-term stock price movements using technical indicators and market sentiment.

62% Win Rate Day Trading Financial Markets

Robotic Process Optimization with RL

Implemented reinforcement learning algorithms to optimize robotic arm movements in automotive assembly lines.

12% Cycle Reduction Automotive Robotics

Supply Chain Demand Planning

Deployed gradient boosting models to predict component demand across multi-tier suppliers, incorporating seasonality and market trends.

28% Cost Reduction 99% Fulfillment Supply Chain

Industrial IoT Anomaly Detection

Built isolation forest models to detect anomalies in sensor networks across oil refineries.

48-Hour Warning Oil & Gas IoT Analytics

Medical Image Segmentation with U-Net

Created automated tumor detection system for MRI scans using deep learning segmentation techniques.

40% Faster Diagnosis Medical Imaging Healthcare

Hospital Readmission Prediction

Built ensemble models to predict 30-day readmission risk using patient demographics, clinical data, and social determinants.

22% Readmission Reduction Healthcare Patient Care

Customer Churn Prediction with SVM

Built customer retention models using support vector machines to identify at-risk accounts 60 days before churn.

35% Save Rate Banking Customer Retention

ATM Cash Optimization with Time Series

Developed cash demand forecasting for ATM networks using seasonal decomposition and machine learning.

20% Cost Reduction 99.5% Availability Banking

Real-Time Image Processing Object Detection

Deployed YOLOv8-based system for autonomous vehicle safety, detecting pedestrians, vehicles, and obstacles in real-time with sub-50ms latency.

96.8% Accuracy < 50ms Latency Automotive Safety

Generative AI Case Studies

Cutting-edge AI implementations leveraging large language models and multimodal AI for business transformation

Enterprise Model Evaluation Suite

Comprehensive evaluation framework for Fortune 500 company reduced model selection time by 70% while improving accuracy by 15% through systematic benchmarking and bias detection.

70% Faster Selection 15% Better Accuracy Model Evaluation

Production MLOps Pipeline

End-to-end MLOps infrastructure for financial services firm achieved 99.9% uptime and reduced deployment time from weeks to hours with automated monitoring and CI/CD.

99.9% Uptime 95% Faster Deployment MLOps

Custom Model Fine-Tuning

Domain-specific fine-tuning for healthcare AI improved diagnostic accuracy by 25% while reducing inference costs by 40% through optimized model architecture.

25% Better Accuracy 40% Cost Reduction Fine Tuning

AI-Powered Performance Review Assistant

Deployed LLM-based system to help managers write comprehensive, unbiased performance reviews by analyzing employee achievements.

65% Time Reduction HR Management LLM-Powered

Employee Engagement Chatbot

Built conversational AI to handle HR queries, policy explanations, and benefits enrollment using RAG architecture.

78% Query Resolution RAG Architecture HR Automation

Visual Search with Multimodal AI

Deployed CLIP-based visual search allowing customers to find products using photos or sketches.

100K+ Searches/Day 92% Relevance 25% Higher Intent

AI Shopping Assistant

Built conversational commerce bot using GPT-4 to provide personalized product recommendations and answer complex queries.

32% Higher AOV GPT-4 Powered E-commerce

HIPAA-Compliant Medical Transcription

Developed secure speech-to-text system for physician notes maintaining full HIPAA compliance with on-premise deployment.

98% Accuracy 2 Hours Saved/Day HIPAA Compliant

Multilingual Customer Service Voice Agent

Deployed voice AI handling customer calls in 15 languages with natural conversation flow and emotion detection.

67% Resolution Rate 15 Languages < 30s Wait Time

Enterprise Knowledge Assistant with RAG

Implemented retrieval-augmented generation system indexing company documents, wikis, and communications.

3x Faster Search RAG System Knowledge Management

Legal Document Analysis with GraphRAG

Deployed graph-based RAG to analyze complex legal contracts and identify risks, obligations, and dependencies.

94% Accuracy 100-Page Docs Minutes Processing

Skills Gap Analysis with NLP

Implemented text analysis on job descriptions and employee profiles to identify organizational skill gaps and recommend training programs.

5,000+ Employees HR Analytics Workforce Planning

Personalized Product Descriptions

Created dynamic product description generator using fine-tuned language models that adapt tone and content based on customer segments.

18% Conversion Increase E-commerce Personalization

Intelligent Ticket Routing with NLP

Implemented semantic analysis to automatically categorize and route support tickets to appropriate teams.

40% Faster Resolution Customer Support NLP

Automated Response Generation

Deployed LLM-powered system to draft initial responses for common support queries while maintaining brand voice.

3x Response Throughput Customer Support LLM-Powered

Sentiment Analysis for Escalation

Built real-time sentiment monitoring to identify frustrated customers and trigger proactive interventions.

30% Escalation Prevention Real-time Customer Experience

Smart Resume Matching

Developed semantic search system using transformer models to match candidates with job requirements beyond keyword matching.

45% Quality Improvement Recruiting Semantic Search

Automated Screening Interview Bot

Created voice-based AI interviewer conducting initial screening calls to assess communication skills and basic qualifications.

500+ Candidates/Day 60% Workload Reduction Voice AI

Bias-Free Job Description Generator

Built AI tool to rewrite job postings removing gender and cultural bias while optimizing for diverse candidate attraction.

40% More Diverse Pools DEI Hiring

Voice-Activated Industrial Assistant

Built hands-free voice interface for factory workers to access procedures, report issues, and control equipment.

55% Safety Improvement Manufacturing Voice Interface

Technical Documentation Q&A

Built RAG system for software documentation allowing developers to ask natural language questions about APIs and codebases.

50% Faster Onboarding Developer Tools RAG System

AI Patient Care Coordinator

Built HIPAA-compliant conversational AI to handle appointment scheduling, medication reminders, and basic health queries.

10,000+ Interactions/Month HIPAA Compliant Healthcare

Clinical Decision Support with Privacy

Implemented federated learning approach for AI-powered diagnostic suggestions without centralizing patient data.

Data Sovereignty Federated Learning Healthcare AI

Video Processing Object Detection with Timestamps

Built AI-powered surveillance system using DeepSORT and YOLOv5 to track objects across video frames with precise timestamps for security applications.

94% Tracking Accuracy Frame-Level Timestamps Security Surveillance

Video Generation with Open Source LLM

Integrated Stable Video Diffusion with open-source LLaMA model to generate training videos from text descriptions for corporate learning platforms.

Text-to-Video Open Source LLM Corporate Training