MCLARN.
Portfolio

The kind of work we do

These are illustrative capability showcases based on the type of work we do — not case studies from named clients. We're a young company (founded April 2024) and are building out a public portfolio as client projects ship.

AI/LLM Integration + Management System

AI-Powered Inventory & Ordering System

Problem

A retail operation tracking stock across spreadsheets, with reordering decisions made from memory and gut feel.

Solution

A centralized inventory platform with an LLM-powered assistant that flags low stock, drafts purchase orders, and answers natural-language questions like "what's running low this week?"

Illustrative outcome: hours of manual stock-taking replaced with a daily automated summary.

Django DRFNext.jsLLM API integration
AI/LLM Integration

LLM Customer Support Copilot

Problem

A support team fielding the same handful of questions dozens of times a day across channels.

Solution

A support copilot trained on the company's own documentation that drafts replies for agents and fully automates the most common, repetitive tickets.

Illustrative outcome: routine tickets deflected automatically, faster replies on the rest.

FastAPIReact NativeLLM API integration
Management System

Field Operations Management Platform

Problem

Field crews coordinated through group chats, with no shared view of who's where or what's done.

Solution

A scheduling and tracking platform giving dispatchers a live view of crew status, job progress, and completion records.

Illustrative outcome: real-time visibility into crew status, less scheduling back-and-forth.

Laravel PHPAngular
Business Website + Management System

Booking & CRM Website

Problem

Bookings taken over phone and messaging apps, with no shared record of customer history.

Solution

A public booking website backed by a lightweight CRM, so every booking, follow-up, and customer note lives in one place.

Illustrative outcome: streamlined bookings and fewer missed follow-ups.

.NETNext.js