Case Study

HowMetropolitanTechnologiesCutSalesOrderTurnaroundby60%

A lean manufacturing team replaced scattered spreadsheets and email threads with an AI-powered operations hub, saving 22 hours per week and transforming how they manage sales orders.

Client: Brad Merkl, President, The Metropolitan Companies

Industry
Manufacturing & Print
Team Size
15-25 employees
Timeline
8 weeks to deploy
The Challenge

A Growing Business Running on Spreadsheets

The Metropolitan Companies operates across card manufacturing, fulfillment, and commercial print. Their team is lean, capable, and fast. But their tools were holding them back.

Scattered Data

Sales orders, vendor POs, and production specs lived across multiple spreadsheets with no single source of truth. Finding the latest version of anything meant searching through folders and asking around.

Email Overload

Client approvals, vendor communications, and internal updates all flowed through email. Critical requests got buried, and the team spent hours each day triaging inboxes instead of fulfilling orders.

Slow Turnaround

Without centralized visibility, sales orders moved through the pipeline manually. Each handoff introduced delays, and the team had no real-time view of where any given order stood.

Limited Visibility

Management lacked a clear picture of operations. Answering simple questions like "What shipped this week?" or "Where is this order?" required pulling data from multiple places.

The Solution

Mark: An AI Operations Hub Built for Their Workflow

We deployed Mark as Metropolitan's central operations platform, purpose-built around their actual processes, not a generic template.

Centralized Sales Order Tracking

Every sales order, from intake to fulfillment, tracked in a single view. The team can see order status, assigned tasks, and pending approvals without opening a spreadsheet.

Automated Email Triage

Incoming emails are automatically categorized, prioritized, and routed. Client requests, vendor responses, and internal updates are organized before anyone touches their inbox.

Document Organization

Production specs, invoices, POs, and client approvals are automatically tagged, categorized, and linked to the relevant order. No more searching through folders.

Real-Time Project Visibility

A live operations view showing what shipped, what is in production, and what needs attention. Leadership gets the answers they need without pulling reports manually.

AI-Powered Operations Hub

Mark acts as the team's central intelligence layer. Ask it where an order is, what shipped last week, or which invoices are outstanding, and get answers instantly.

The Results

Measurable Impact from Week One

The results showed up fast. Within the first few weeks of deployment, the team was already operating differently.

0%Faster sales order turnaroundFrom intake to fulfillment
0 hrsSaved per week across the teamPreviously spent on manual tracking

Client Response Time

Faster replies to client inquiries with automated email routing and centralized order visibility.

Order Visibility

The entire team can see real-time order status without pulling reports or chasing updates.

Document Retrieval

Production specs, invoices, and approvals are instantly accessible and linked to the right order.

Team Coordination

Fewer internal emails and status meetings. The platform keeps everyone aligned automatically.

The Process

From First Conversation to Full Deployment

Eight weeks from kickoff to a fully operational AI platform. Here is how it came together.

01

Discovery

Week 1-2

We spent time with Brad and the Metropolitan team understanding their actual workflow. How orders come in, how production gets scheduled, where communication breaks down, and what reporting they need.

02

Build

Week 3-6

We configured Mark around their specific processes. Sales order pipeline, email triage rules, document categorization, and the dashboards their team actually needs to run operations.

03

Deploy

Week 7-8

The team onboarded in stages. We started with sales order tracking, then layered in email automation and document organization. Each phase was tested with the people who use it daily.

04

Optimize

Ongoing

We continue to refine the system based on how the team actually uses it. New automations, adjusted workflows, and expanded capabilities as their business evolves.

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