Case Studies

Real Work. Real Results.

How Kovil AI engineers deliver measurable outcomes across fintech, SaaS, healthcare, and beyond.

Outcome-Based AI ProjectMortgage / FinTech
March 2026

AI-Powered Loan Package Verification Replaces Manual PDF Sorting and Spreadsheet Checklists

Lenders selling loans on the secondary mortgage market were drowning in manual PDF sorting, spreadsheet-based checklists, and email-driven exception tracking. Kovil AI built the mortgage document platform — a two-phase AI platform that classifies loan documents automatically and verifies complete packages against takeout partner requirements.

2-Phase

AI Platform Delivered

Auto

Document Classification

Next.js 14Python / FastAPIOpenAI GPT-4o+4
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Managed AI EngineerFinTech / LendingTech
March 2026

End-to-End AI Automation Transforms Deal Processing for a Digital Lending Platform

A rapidly growing digital lending platform was held back by manual underwriting workflows, fragile API integrations, and slow deal processing cycles. Kovil AI embedded an AI-first engineering team that redesigned automation end-to-end — delivering faster deal turnaround, reduced manual effort, and a scalable automation foundation.

Faster

Deal Processing Turnaround

Reduced

Manual Underwriting Effort

n8nPythonOpenAI GPT-4o+4
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Outcome-Based AI ProjectFinTech
January 2026

A PCI-Compliant Payment Dashboard Launched 40% Under Budget

A Series A FinTech startup needed a production-ready payment dashboard in 3 weeks. Kovil AI delivered in 18 days — PCI-compliant, fully tested, and 40% under the original budget.

18

Days to Launch

40%

Under Budget

Next.js 14TypeScriptStripe+4
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Managed AI EngineerSaaS / B2B
February 2026

80% of Manual Approval Workflows Eliminated in 6 Weeks

A mid-market SaaS company was losing 15+ hours per week to manual approval chains. Kovil AI built an n8n-powered automation layer that handles 80% of workflows automatically — saving $120K annually.

80%

Workflows Automated

15h

Saved Per Week

n8nOpenAI GPT-4Slack API+4
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AI Reliability & App RescueE-Commerce
December 2025

Legacy Codebase Stabilized: From 23 Monthly Bugs to Near Zero

A 500K-user e-commerce platform was hemorrhaging trust due to frequent production bugs in a legacy codebase. Kovil AI's maintenance retainer cut bug tickets by 60% and restored 99.9% uptime.

99.9%

Uptime Achieved

60%

Fewer Bug Tickets

ReactNode.jsMongoDB+4
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Managed AI EngineerHealthTech
November 2025

AI Cuts Patient Intake From 18 Minutes to 2 Minutes

A Series B HealthTech company's patient intake process required manual data entry across 3 disconnected systems. Kovil AI built an AI-powered integration that reduced manual entry by 95% and cut intake time from 18 to 2 minutes.

95%

Manual Entry Reduced

2 min

Avg Intake Time

PythonFastAPIOpenAI GPT-4o+4
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Outcome-Based AI ProjectLogistics
October 2025

Route Optimization MVP Built in 21 Days, Seed Round Closed in 60

A pre-seed logistics startup needed a working MVP to pitch investors. Kovil AI built their route optimization tool in 21 days. They closed a $2M seed round 60 days later.

21

Days to MVP

$2M

Seed Round Closed

Next.js 14Python / FastAPIGoogle Maps API+4
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AI Reliability & App RescueLegalTech
September 2025

Three Production Apps Stabilized in 5 Days After Entire Dev Team Left

A LegalTech company's entire engineering team left within a month, leaving 3 production apps unmaintained. Kovil AI completed full codebase onboarding in 5 days and has maintained zero downtime since.

5

Days to Onboard

0

Downtime Incidents

ReactRuby on RailsPostgreSQL+4
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Managed AI EngineerRetail
August 2025

AI Customer Service Handles 70% of Queries, CSAT Up 22%

A 200-store retail chain was drowning in 500+ daily support tickets on the same 40 questions. Kovil AI built a GPT-powered chatbot that handles 70% of queries automatically — and actually improved customer satisfaction.

70%

Queries Deflected

+22%

CSAT Improvement

GPT-4oLangChainPinecone+4
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Outcome-Based AI ProjectPropTech
July 2025

Property Valuation Dashboard with 3rd-Party API Integrations, 98% Accuracy

A seed-stage PropTech startup needed a property valuation dashboard with integrations to multiple real estate data APIs — in 3 weeks. Kovil AI delivered with 98% data accuracy and a UI that landed their first enterprise client.

3 wks

Time to Delivery

98%

Data Accuracy

Next.js 14TypeScriptAttom Data API+4
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AI Reliability & App RescueEdTech
June 2025

Growing User Base No Longer Breaking the Platform

A B2C EdTech platform's growing user base was exposing serious performance bottlenecks and causing intermittent crashes. Kovil AI's maintenance retainer cut page load times by 55% and reduced crash rates to near zero.

55%

Page Load Reduction

~0%

Crash Rate

ReactNext.jsNode.js+4
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