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Case Studies

Real projects. Real results.

Every case study is a production deployment with measurable outcomes — not a demo, not a proof of concept.

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01Finance

AI Query Assistant for Wealth Management

Advisory team spending 40% of working hours on routine portfolio queries. Average response time exceeded 4 hours for simple questions about balance, document status, and fee breakdowns — creating unnecessary friction in the client relationship.

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68%
Query Deflection
02Legal

Contract Analysis and Clause Extraction Pipeline

Manual contract review averaging 6+ hours per document. Obligation tracking error rate at 12%, representing material risk exposure on every engagement. The review team processed 80–120 contracts per month with no structured tooling.

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82%
Time Reduction
03Healthcare

Clinical Alert Prioritization System

ICU alert fatigue — 300+ monitoring alerts per unit per day, 68% false alarms. Critical alerts were buried in the noise. The base monitoring infrastructure generated threshold alerts with no contextual intelligence, and staff were silencing alarms as a coping mechanism.

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41%
Faster Critical Response
04Real Estate

AI-Enhanced Property Discovery Platform

High bounce rate on property listings combined with a 60% no-show rate for in-person visits. The platform had strong organic traffic but thin conversion: buyers had no way to evaluate properties in depth before committing to a visit, and agents were following up cold with no context about buyer intent.

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2.1x
Time on Page
05Insurance

Claims Processing Automation for Motor Insurance

Manual claims processing averaging 5 business days from submission to adjuster assignment. High variability in damage assessment categorization — similar damage types were being routed to different adjuster tiers, creating inconsistent settlement timelines and adjuster workload imbalances.

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72%
Processing Time Reduction
06Manufacturing

Demand Forecasting for FMCG Distribution

Inventory stockouts running at 8% and overstock waste at 14%. Demand planning was based on spreadsheet extrapolation and category manager intuition — no systematic use of sales history, seasonality, or external signals. SKU-level accuracy was insufficient for procurement planning.

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34%
Forecast Accuracy Improvement
07Finance

KYC Document Verification Pipeline

Manual KYC verification taking 48+ hours per application. Compliance team reviewing 200+ documents daily with no structured tooling — document classification, data extraction, and sanctions screening were all done manually in sequence.

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91%
Auto-Verification Rate
08E-Commerce

AI-Powered Product Search and Discovery

Keyword-based site search returning irrelevant results. 40% of search sessions ending without a click. No semantic understanding of product relationships — a search for "office chair with lumbar support" would return results based on keyword overlap rather than product characteristics.

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2.4x
Search Click-Through
09Logistics

Real-Time Fleet Monitoring and Route Optimization

No real-time visibility into a fleet of 400+ vehicles. Dispatch planning done manually from driver phone calls. 22% empty miles on return legs due to lack of demand visibility at the time of dispatch. No systematic tracking of delivery completion or vehicle utilization.

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18%
Fuel Cost Reduction
10HR Tech

Resume Screening and Candidate Ranking System

Recruiters spending 6+ hours daily on resume screening. 300+ applications per open role with no structured ranking — all assessment was manual, resulting in inconsistent criteria application across reviewers and slow time-to-shortlist.

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85%
Screening Time Reduction
11Media

AI Content Moderation for User-Generated Platforms

50,000+ posts per day requiring moderation review. Manual moderation team averaging a 4-hour review latency. Policy violations slipping through due to volume overwhelm, and moderator burnout from sustained exposure to high-volume harmful content.

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94%
Classification Accuracy
12Education

Adaptive Learning Path Engine

One-size-fits-all course structure with 62% dropout rate after module 3. No personalization based on learner performance — all learners received the same content in the same sequence regardless of prior knowledge, pace, or demonstrated understanding.

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41%
Dropout Reduction
13Government

Intelligent Document Routing for Government Services

Paper-based application processing with 15-day average turnaround from submission to department assignment. Documents misrouted 18% of the time, creating rework cycles. No digital record of document status or processing history.

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87%
Auto-Classification Rate
14Energy

Industrial Energy Consumption Analytics

No granular visibility into energy usage across 12 manufacturing units. Monthly utility bills were the only data source for energy management decisions. Equipment inefficiency and abnormal consumption events went undetected until billing cycles revealed aggregate anomalies.

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19%
Energy Cost Reduction
15Digital Trust

Enterprise Digital Signature Mobile Application

An established digital trust services provider needed a cross-platform mobile application for their enterprise electronic signature platform. The existing native apps had diverged in feature parity, and the company needed a unified codebase that could handle PDF rendering, cryptographic signing operations, biometric authentication, and offline document queuing — all while meeting compliance requirements for qualified electronic signatures across multiple jurisdictions.

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<2s
PDF Load Time (100pg)
16Retail

Multi-Brand Skincare E-Commerce Platform

A skincare retail startup launching in India needed a custom e-commerce platform that went beyond standard Shopify capabilities. They required a routine builder tool, cultural formula browsing (organizing products by origin — Indian, Korean, Japanese), an educational content section, and a design system that reflected premium positioning. Off-the-shelf platforms could not accommodate the custom product discovery flows.

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<2.5s
LCP (Core Web Vitals)
17Education

School-Specific Exam Prep Platform with AI Engagement Tracking

An edtech startup building school-specific exam preparation needed a React frontend for two applications — a student-facing exam prep app and a parent dashboard. The platform differentiator was curriculum aligned precisely to each partnered school's exam schedule, combined with AI-powered engagement monitoring during live video classes. The existing prototype was not production-ready.

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30+
Concurrent Students/Session
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