SERVICES WORKS FOUNDER CONTACT

Ship faster.
Scale smarter.

A Houston-born, Dallas-based product studio building for Texas. I build AI systems that answer questions from your documents, cut your cloud bill, and take busywork off your team's plate. Shipped in weeks, not months.

TRUSTED BY
Collide Chamoy Labs Zabihah

100k+

Documents Indexed

3x

Faster Deployments

40%+

Cloud Spend Cut

Sound familiar?

Your engineers spend half their week reformatting reports and hunting through scattered legacy documents instead of doing actual engineering.

Your cloud bill keeps climbing but nobody can explain exactly why, and your last "optimization audit" produced a slide deck, not savings.

You've been burned by agencies that staff your project with junior developers and offshore teams while billing senior rates.

Solutions

Intelligence & Infrastructure

Live Demo

... The total AFE cost estimated for client Meridian Energy is $4,500,000. Contact J. Doe (832-555-0142) for details. ...

{
  "client": "Meridian",
  "cost": 4500000
}
01

AI Document Intelligence

Private, secure AI search across your own documents. Your team asks a question in plain English and gets the answer in seconds, pulled from your manuals, contracts, and legacy files. Every answer links to the exact page it came from, so anyone can verify it. If the answer isn't in your documents, it tells you so.

Live Demo
INFRASTRUCTURE TOPOLOGY
$84k/mo$12k/mo
02

Cloud & Data Infrastructure

I find where your cloud bill actually goes, then cut it. My clients have saved 40 to 70% on AWS. Updates that used to need a week of careful manual work go out automatically, safely, in minutes.

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Engagement Models

Radical Velocity

Sprint

Custom AI & MVPs

Starts at $5k/mo

First results in 1 week. Strategy, architecture, and a working production-ready prototype. I deliver faster than bloated agencies because you work directly with an elite engineer.

  • Strategy call + architecture document
  • Working production-ready prototype
  • First deliverable in 1 week
  • Full source code ownership
FDE

Forward-Deployed Engineer

Starts at $12k/mo

A senior engineer embedded in your team. Full system ownership. Costs less than hiring a senior dev plus a PM, and the work never gets handed off to juniors or an offshore team you've never met.

  • Dedicated senior engineer on your team
  • Daily standups + Slack access
  • Full system ownership & architecture
  • Knowledge transfer on exit
Read my Case Studies

The math is simple. Traditional agencies bill for org charts: project managers relaying messages to junior developers who relay them to offshore teams. Every layer adds cost, delays, and lost context. At Montrose Labs, you get one senior engineer who architects, builds, and ships your system end-to-end. I combine deep industry experience with custom AI tooling that multiplies my throughput. The result: enterprise-grade work without the enterprise-grade invoice.

Zero-risk guarantee: I don't ship invoices before I ship working software.

See your ROI

How much could you save?

Select a service and adjust the sliders. I'll show you what my clients typically save.

Estimated Monthly Savings $4,224
Projected Annual Savings $50,688
Savings Rate 42%

Defaults shown for a 5-person team spending $10,000/mo on cloud. Adjust the sliders to match your setup.

Get a detailed ROI breakdown

Enter your email and I'll send you a custom architectural assessment on where you can instantly slice costs or boost velocity.

"Youssef is an outstanding Python engineer with deep expertise in modern AI tooling. His ability to break down messy problems and deliver clean code makes him a major asset."
Samad
Samad Ahmed
Founder, Chamoy Labs
Read the case study →
Proven deployments

Selected Work

Client Outcomes

Collide Platform
Fullstack
100K+ DOCS INDEXED

Collide

Oil and gas teams were searching 100k+ documents by hand. I built the AI platform that answers in seconds, with every answer tied to a source page. The company went on to raise a $5M seed.

Read Case Study →
Chamoy Labs Website
Agency Site
<1s GLOBAL LOAD

Chamoy Labs

Their old site was slow and losing prospects. I rebuilt it to load in under a second anywhere in the world and look credible to the executives they sell to.

Read Case Study →
HOUSTON ROOTS, DALLAS BASE

Built in Montrose. Built for Texas.

I'm a Houston-born engineer named after the neighborhood where ideas have always moved faster than convention. Montrose has been the creative heartbeat of Houston for over a century, a place where independent thinkers and builders have always done things differently.

That spirit is in my DNA. I chose the name Montrose Labs because I believe the best technology is built close to the people it serves. Houston-born, Dallas-based, building for Texas first. I understand the industries that power this state: energy, logistics, healthcare, hospitality, because I live here. Not a remote vendor on the coasts. Your neighbor.

Houston roots, Dallas base