Our Work

Proof, not promises.

A few of the systems we have shipped, and exactly what changed because of them. Client specifics are kept generic by request, but the numbers and the engineering are real.

$320K → $285
an AI document job projected at $320,000, brought in at $285, a 99.9% cut
Multi‑million
dollar website launch backstopped with live monitoring and alerting
100,000s
documents processed per run, up from a few thousand, on the same budget
AI & AutomationCASE 01

Rebuilding a runaway AI classification pipeline

$285
final cost on a job first projected at $320,000

A document-classification system had become a budget problem. An earlier version quietly ran up tens of thousands in silent overages before anyone was even alerted. We rebuilt it from the ground up, and the whole story is in five numbers:

Cost, full jobprojected at $320,000$285
Cost / documentover $1.00a fraction of a cent
Speeda 2,500-document batch~7 minutes (200,000 in ~9 hours)
What it readsentire 30-page contractsonly the text that carries the signal
Modelsone premium model for everythingright-sized models per task
Spend visibilitynone, until the bill camereal-time cost alerts

By hand, classifying 200,000 documents, some of them thirty-plus pages, would take one person years of full-time reading. The rebuilt pipeline clears them in about nine hours, for $285, on a job first projected at $320,000.

Monitoring & ReliabilityCASE 02

Monitoring that backstopped a multi-million-dollar launch

live
eyes on every critical path, through go-live

A high-visibility website launch needed real confidence it would stay up and perform during its riskiest window. Big launches fail in public, so we got ahead of it.

Before go-live

We wired up the watchtower

Dashboards, synthetic checks, and tuned alerting so every critical path, checkout, forms, page loads, was watched.

Launch day

Eyes on, in real time

The team watched uptime, performance, and errors live, ready to act in seconds instead of hearing about a problem from an angry customer hours later.

The days after

Caught before customers

Issues got spotted and handled before users noticed, and the stack held steady through the post-launch traffic peak.

status.dashboard
Service-status dashboard
Service status & health
network.dashboard
Network-device dashboard
Network device monitoring
apps.dashboard
Application response-time dashboard
App & website response times

Representative dashboards, recreated in the same style with synthetic data. Real client systems and identifiers are not shown.

Web DesignCASE 03

A full build, designed and shipped end to end

A complete website we designed and built end to end, from layout and copy to a clean launch. It is live and fully responsive, so click through it and poke around. This is the standard we build to, every time.

Most agencies quote$5,000–$6,000
We build it foraround $1,500
  • Responsive, fast, and accessible on every device
  • Custom design and copy, not a template
  • The standard we build for every local business
Explore the live build
birchwood-outdoor.example
A landscaping website designed and built by MCM Integrated
Web design · live build
Birchwood Outdoor Co.
What clients say
Aidan delivered dependable automation and monitoring improvements that reduced risk and improved visibility for our critical systems.
Lead Engineer · Enterprise Operations

Their work on secure Azure integrations and AI workflows helped our organization move faster while keeping data and identity controls intact.

IAM & Security Partner

Clear dashboards and automation reduced our ticket volume significantly and helped our team stay ahead of production issues.

Monitoring Team Manager

Your project

Want numbers like these?

Tell us what you are trying to do and we will tell you the smartest next step, the timeline, and the cost. No pressure, no jargon.