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Case Studies

Real Analytics. Real Business Outcomes.

Every case study below represents a real engagement where Logic-Tech transformed raw data into measurable competitive advantage for our clients.

🏦 BFSI — Lending
Duration: 14 weeks  |  Team: 4 analysts, 2 engineers

Unified Credit Risk Dashboard for a Bengaluru-Based NBFC

Challenge: A Bengaluru-based Non-Banking Financial Company with ₹800 crore AUM was making credit decisions based on 48-hour-old data pulled manually from 7 disconnected systems. Their risk team spent 60% of their time on data collection rather than analysis, and loan default rates were rising due to delayed early-warning signals.

Our Solution

Built automated ETL pipelines connecting 7 source systems (LOS, LMS, CIBIL, banking data, field app) into a unified Snowflake data warehouse
Developed a real-time credit risk dashboard with 40+ KPIs updating every 15 minutes
Built an early-warning system using ML to flag accounts showing pre-delinquency signals 45 days in advance
Implemented role-based access so branch managers, regional heads, and CRO each see relevant data
28%
Reduction in loan default rate (12-month post-launch)
15 min
Data freshness (from 48 hours previously)
₹4.2Cr
Estimated NPL losses prevented in Year 1
60%
Reduction in analyst time spent on data collection
🛒 D2C Retail — E-Commerce
Duration: 10 weeks  |  Team: 3 analysts, 1 ML engineer

Demand Forecasting Engine for a D2C Fashion Brand

Challenge: A fast-growing D2C fashion brand selling across Myntra, Nykaa Fashion, and their own website was struggling with chronic overstock on slow-moving SKUs and stockouts on bestsellers — costing them an estimated ₹1.8 crore per quarter in lost revenue and excess inventory carrying costs.

Our Solution

Built a multi-channel demand forecasting model using XGBoost and LSTM, trained on 3 years of sales data across all channels
Integrated seasonality, festival calendars, trend signals from social media, and promotional uplift factors
Delivered SKU-level 90-day forecasts updated weekly, with confidence intervals for inventory planning
Built a Metabase dashboard for the merchandising team with automated reorder alerts
91%
Forecast accuracy at SKU level (vs. 61% previously)
₹2.1Cr
Annual inventory cost savings
43%
Reduction in stockout events
4.1x
ROI in the first 12 months
🏥 Healthcare — Hospital Network
Duration: 18 weeks  |  Team: 5 analysts, 2 engineers

Operational Analytics Platform for a Multi-City Hospital Chain

Challenge: A 6-hospital chain across Karnataka and Tamil Nadu had no unified view of operations. Each hospital used a different HIS (Hospital Information System), and the corporate team was flying blind on bed occupancy, OT utilisation, revenue per specialty, and patient outcomes — relying on weekly Excel reports emailed by each hospital administrator.

Our Solution

Designed a unified healthcare data warehouse integrating 6 different HIS platforms via custom API connectors and file-based ETL
Built a corporate operations dashboard with real-time bed occupancy, OT utilisation, ALOS, and revenue-per-bed metrics
Developed a patient readmission risk model to identify high-risk patients before discharge
Implemented DPDPA-compliant data anonymisation for all patient-level analytics
18%
Improvement in OT utilisation across all hospitals
22%
Reduction in 30-day readmission rate
₹6.8Cr
Annual revenue uplift from improved bed management
Real-time
Visibility across all 6 hospitals (from weekly Excel)

Sectors We Serve

Logic-Tech has delivered analytics solutions across a wide range of Indian industries and business models.

🏦

BFSI

Banks, NBFCs, insurance companies, and fintech platforms. Credit risk, fraud detection, regulatory reporting.

🛒

Retail & D2C

E-commerce, D2C brands, and omnichannel retailers. Demand forecasting, customer analytics, inventory optimisation.

🏥

Healthcare

Hospital chains, diagnostic labs, and health-tech platforms. Operational analytics, patient outcomes, revenue cycle management.

🏭

Manufacturing

Discrete and process manufacturers. OEE monitoring, predictive maintenance, supply chain analytics, quality control.

🚚

Logistics

3PL providers, last-mile delivery companies. Route optimisation, SLA monitoring, fleet analytics, cost-per-shipment tracking.

🎓

EdTech

Online learning platforms and coaching institutes. Student engagement analytics, cohort analysis, learning outcome tracking.

🏗️

Real Estate

Developers, brokers, and PropTech platforms. Sales pipeline analytics, project performance dashboards, market intelligence.

🍽️

Food & Beverage

QSR chains, cloud kitchens, and FMCG brands. Menu analytics, outlet performance, supply chain visibility, wastage reduction.

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