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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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01AIFinance

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.

68%
Query Deflection
4.1s
Avg Response Time
3.2x
Advisor Throughput
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02AILegal

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.

82%
Time Reduction
93%
Extraction Accuracy
2.8x
Review Throughput
3.1%
Error Rate (from 12%)
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03AIHealthcare

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.

41%
Faster Critical Response
91%
Alert Precision
31%
False Alarm Reduction
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04Full StackReal 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.

2.1x
Time on Page
38%
More Qualified Leads
52%
Fewer No-Shows
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05AIInsurance

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.

72%
Processing Time Reduction
94%
Classification Accuracy
1.2 days
Avg Processing Time
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06AIManufacturing

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.

34%
Forecast Accuracy Improvement
61%
Stockout Reduction
23%
Overstock Reduction
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07AIFinance

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.

91%
Auto-Verification Rate
6 min
Avg Processing Time
99.2%
Extraction Accuracy
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08AIE-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.

2.4x
Search Click-Through
180ms
P95 Search Latency
31%
Conversion Lift
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09Full StackLogistics

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.

18%
Fuel Cost Reduction
96.5%
GPS Uptime
14%
Empty Mile Reduction
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10AIHR 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.

85%
Screening Time Reduction
4.2x
Recruiter Throughput
12s
Avg Processing Time
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11AIMedia

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.

94%
Classification Accuracy
340ms
Avg Processing Time
78%
Manual Review Reduction
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12Full StackEducation

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.

41%
Dropout Reduction
2.3x
Module Completion Rate
28%
Time-to-Competency Reduction
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13AIGovernment

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.

87%
Auto-Classification Rate
3.2 days
Avg Turnaround (from 15)
2.1%
Misroute Rate (from 18%)
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14Full StackEnergy

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.

19%
Energy Cost Reduction
99.1%
Sensor Data Uptime
4.2s
Alert Latency
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15MobileDigital 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.

<2s
PDF Load Time (100pg)
<800ms
Signing Operation
50+
Offline Queue Capacity
1
Codebase (was 2)
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16Full StackRetail

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.

<2.5s
LCP (Core Web Vitals)
50+
Products at Launch
6
Filter Dimensions
5-step
Routine Builder
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17Full StackEducation

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.

30+
Concurrent Students/Session
<500ms
Real-Time Update Latency
3
Board Affiliations Supported
2
Apps from Shared Components
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