Case Studies

Real Work. Real Results.

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

Managed AI EngineerConsumer Tech / Mental Wellness

June 2026

An AI Pet Companion Dog That Learns Who You Are: Solving Loneliness at Scale Through Persistent Memory and Daily Connection

Loneliness is a public health crisis — and the people most affected often have the least access to consistent human connection. Kovil AI's embedded AI Full Stack Engineer designed and built a digital pet companion: an AI pet companion dog with persistent memory, a learnable persona, and the ability to know a user deeply over time through daily interaction. The result is a companion that remembers your life, understands who you are, and gives meaningful advice.

94%

Day-2 Retention Rate

8 min

Avg Daily Session

Full Stack AI EngineerFront End EngineerUI UX Designer

Next.js 15Python / FastAPIGPT-4o+4

Managed AI EngineerAutomotive / B2B Commerce

June 2026

How AI Catalogued 1.4 Million Automobile Parts and Gave Each One a Human-Readable Identity

Millions of automotive parts and part numbers exist online — but the data is inconsistent, incomplete, and poorly described. A bare SKU with no description is effectively invisible to the mechanic searching for it. Kovil AI's embedded AI Engineer built an end-to-end cataloguing pipeline that ingested 2.1 million raw parts, deduplicated them to 1.4 million unique components, and generated technically accurate, LLM-enriched descriptions for every one — cutting returns by 27% and improving search-to-purchase conversion by 38%.

1.4M

Parts Catalogued

95.8%

Auto-Published

Front End EngineerAI LLM Engineer

Python / FastAPIGPT-4oPlaywright / Scrapy+4

Managed AI EngineerCreator Economy / SaaS

June 2026

An AI Avatar Loaded With Every Word You've Ever Said: Scaling Expert Access Without Scaling Your Time

Influencers, advisors, and experts have a ceiling on their availability — and the demand for direct interaction consistently outstrips it. Kovil AI's embedded AI Full Stack Engineer built an AI Avatar platform: trained on an influencer's complete digital footprint, accessible via paid bookable sessions, and capable of sustained multi-turn conversations that accurately reflect the person's actual knowledge, communication style, and perspectives. One advisor who accepted 8 client consultations per week now serves 130+ avatar sessions per month — with zero additional time commitment.

4.7 / 5

Avg Session Rating

41 min

Avg Session Duration

Full Stack AI EngineerFront End Engineer

Next.js 15Python / FastAPIGPT-4o+4

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

AI LLM EngineerBackend EngineerFrontend Engineer

GPT-4oLangChainPinecone+4

Outcome-Based AI ProjectSales / B2B

May 2026

Five AI Agents. One Automated B2B Pipeline. Triple the Pipeline Output.

A B2B field sales team was spending 80% of their time on prospect research, leaving only 20% for selling. Kovil AI built a five-agent pipeline — Researcher, Analyst, Copywriter, SDR, and CRM — that automates the full outbound cycle from prospect identification to booked meeting, tripling pipeline volume with the same headcount.

80%→20%

Research time slashed

3×

More pipeline, same headcount

AI Automation EngineerBackend Engineer

GPT-4oCrewAIApollo.io API+4

Outcome-Based AI ProjectSales / B2B

May 2026

A Centralised AI Hub for Field Sales: Follow-Ups, LinkedIn Content, and Objection Handling — All from Your Phone

A B2B sales team operating in industrial sectors was losing context between client visits, sending generic follow-ups too late, and leaving valuable field insight unused. Kovil AI built a mobile-first AI portal with three integrated capabilities: a per-client AI assistant for personalised follow-ups, a voice-to-LinkedIn content engine, and an AI-enhanced objection response database.

3×

Faster follow-up emails sent

60s

Voice memo to LinkedIn post

Full Stack AI EngineerFrontend Engineer

Next.js 15TypeScriptSupabase+4

Outcome-Based AI ProjectSaaS / MarTech

April 2026

GEO Monitoring Platform: Track Whether Your Brand Appears in AI Answers Across ChatGPT, Gemini, and Beyond

A digital marketing agency had no systematic way to track whether their clients' brands appeared in AI-generated answers from ChatGPT, Gemini, and Perplexity. Kovil AI built a GEO monitoring platform that executes 50 AI calls per scheduled run across multiple LLMs, detects domain mentions, stores citation URLs, tracks visibility trends over time, and runs on a fully automated schedule.

50 AI calls

Per scheduled run

5×5

Keyword-query matrix

AI Automation EngineerFull Stack Engineer

Next.jsPython / FastAPIOpenAI API+4

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

GCP Cloud EngineerDocument Classification AI EngineerFrontend Engineer

Next.js 14Python / FastAPIOpenAI GPT-4o+4

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

AI Automation EngineerBackend Engineer

n8nPythonOpenAI GPT-4o+4

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

AI Automation EngineerFull Stack Engineer

n8nOpenAI GPT-4Slack API+4

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

Full Stack EngineerBackend EngineerDevOps Engineer

Next.js 14TypeScriptStripe+4

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

Backend EngineerDevOps Engineer

ReactNode.jsMongoDB+4

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

AI Integration EngineerFull Stack Engineer

PythonFastAPIOpenAI GPT-4o+4

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

Full Stack EngineerAI Algorithm Engineer

Next.js 14Python / FastAPIGoogle Maps API+4

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

Full Stack EngineerDevOps Engineer

ReactRuby on RailsPostgreSQL+4

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

AI LLM EngineerFrontend Engineer

GPT-4oLangChainPinecone+4

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

Full Stack EngineerFrontend Engineer

Next.js 14TypeScriptAttom Data API+4

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

Backend EngineerDevOps Engineer

ReactNext.jsNode.js+4

AI Engineering Case Studies — Real Work, Real Results | Kovil AI