Case Studies

Real Work. Real Results.

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

Outcome-Based AI ProjectLegal / LegalTech
May 2026

AI Contract Review Agent Cuts Review Time by 78% and Reclaims $380K in Annual Partner Hours

A 60-attorney corporate law firm was spending 4–6 associate hours per contract review on routine clause extraction, inconsistency flagging, and comparison against standard positions. Kovil AI built an AI contract review agent — trained on the firm's own precedent library — that handles 94% of standard clause analysis automatically and surfaces every non-standard provision before a human reads the document.

78%

Faster Contract Review

$380K

Partner Hours Reclaimed

GPT-4oLangChainPinecone+4
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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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