AI/ML architecture · technology leadership · platform delivery

Build dependable AI products. Make confident technology decisions.

Muhammad Muzammil Qureshi AI/ML Architect · Chief Technology Officer & Chief Operating Officer

For SaaS founders and business leaders who need AI/ML architecture, a clearer platform roadmap, or senior engineering leadership. Start with a focused assessment or an ongoing fractional CTO engagement.

EngagementsRemote · International engagements
Available forAssessments & retained leadership
Portrait of Muhammad Muzammil Qureshi in a suit.

A clear starting point

Three ways to move forward.

Choose the decision you need to make. Scope and commercial terms are agreed before work starts.

01

Focused assessment

SaaS Architecture Review

For founders and engineering leaders facing tenant-isolation risks, integration complexity, or a platform that is becoming harder to change.

A prioritized decision plan for your existing platform.

  • Architecture and data-flow review
  • Risk register with priority and rationale
  • Recommendations and a phased implementation backlog
Process, scope & terms
What you provide
Current architecture, product priorities, known incidents, and appropriate access to documentation or code.
How we work
Agree the questions and access, review the platform, then walk through the findings and next decisions.
Engagement boundaries
Implementation, migration execution, penetration testing, and ongoing support are separately scoped.
Fees and timing
A fixed scope and fee are proposed after discovery. Timing depends on the platform size and available access.
02

Decision before implementation

Private AI Feasibility Assessment

For businesses evaluating AI features or private models and needing evidence before committing to a build.

A go/no-go recommendation and a practical AI implementation plan.

  • Use-case and data-readiness assessment
  • Hosted versus self-hosted options with cost assumptions
  • Evaluation criteria, risks, and a phased delivery plan
Process, scope & terms
What you provide
The workflow, representative data you are authorized to share, expected usage, and privacy or infrastructure constraints.
How we work
Define the task and baseline, assess data and deployment options, then agree the evidence needed to proceed.
Engagement boundaries
Custom model training, a production deployment, compliance certification, and a proof of concept are not included unless expressly scoped.
Fees and timing
A fixed scope and fee are proposed after discovery. Cost projections are estimates with stated assumptions.

By the numbers

Experience that builds what’s next.

Real experience. Real operating responsibility.

17

Years in software engineering

12

Years leading engineering teams

20+

Developers & designers in a PHP department built from scratch

2

Concurrent executive roles

What I do

From strategy to real-world systems.

Four areas I stay close to.

Technology Strategy

Aligning technology decisions with business outcomes, delivery constraints, and long-term operating control.

Multi-tenant Platform Architecture

Designing scalable SaaS foundations around isolation, permissions, integrations, maintainability, and observability.

Engineering Team Build-out

Hiring, structuring, and leading teams with clear ownership, technical standards, and delivery accountability.

Systems Integration

Bringing products, services, third-party systems, automation, and data flows together without losing control.

Technology ecosystem

Grouped by the job they do, not by logo wall.

Backend and architecture are where the depth is. Everything else is here because a product needed it—the mobile layer, the cloud it runs on, and the integrations that had no API to begin with.

Backend

01
  • PHP
  • Laravel
  • Livewire
  • Filament
  • Yii
  • CodeIgniter
  • C# / ASP.NET

Architecture

02
  • REST API design
  • Multi-tenancy
  • Microservices
  • RabbitMQ

Frontend

03
  • JavaScript
  • Vue.js
  • Tailwind CSS
  • jQuery

Mobile

04
  • React Native
  • Flutter
  • Ionic

Commerce / CMS

05
  • WordPress
  • WooCommerce
  • Elementor
  • Beaver

Data

06
  • MySQL
  • Data mining
  • Large-scale CSV import

Cloud & DevOps

07
  • AWS EC2
  • RDS
  • Route 53
  • Elastic Beanstalk
  • CodePipeline
  • CI/CD

AI & integrations

08
  • Self-hosted LLMs
  • Gmail API
  • Google Business Profile
  • Meta APIs
  • DoorDash Drive
  • OpenCV

Beyond the code

Someone has to own the space between the business and the build.

Most projects do not fail on syntax. They fail on scope, sequencing, ownership and silence. Two executive roles later, that space is where the majority of the work happens.

The business

  1. Shaped company strategy and long-term goals alongside the executive team.

  2. Leads business development: partnerships, growth opportunities and client-base expansion.

  3. Owns client relationships end to end, from requirements through to delivered outcomes.

  4. Implemented operating processes and workflows that raised productivity and reduced cost.

The build

  1. Built a PHP department from the ground up to more than 20 developers and designers.

  2. Set technical strategy, architecture and delivery across an entire product portfolio.

  3. Introduced a code-quality standard that strengthened a team’s development methodology.

  4. Runs a three-environment release discipline—local, develop, production—across platform and public sites.

What I do

Capabilities described by the problem they remove.

All services
Focus

Product engineering

A product idea with no engineering spine behind it.

Architecture, build and the release discipline to keep shipping.

Multi-tenant SaaS

A platform that has to serve many tenants without forking per customer.

Tenancy, roles and permissions, package management and a deployment path that scales.

Custom software development

Off-the-shelf tools that only cover 70% of the operation.

Systems built around how the business actually runs—POS, CRM, back office.

AI and automation

AI features metered against third-party credits, and manual work repeated a thousand times a month.

Self-hosted models and automated pipelines where they pay for themselves.
Focus

Integration engineering

A system you depend on that publishes no API.

Ingestion pipelines, deduplication and native data, built against whatever the source actually offers.

Mobile applications

A product that only half exists until it is in someone’s hand.

React Native, Flutter and Ionic delivery on the same backend and roadmap.

The journey

Engineering depth first. Leadership because the work required it.

Each stage kept the previous one. The architecture conversations go quickly now because the production incidents came first.

Read the full story
  1. Builder 2008–2012

    PHP and .NET delivery at Xtremax, working alongside design on the client-side experience.

  2. Engineer and team lead 2012–2017

    Team lead at LEADconcept running bi-weekly Scrum, then lead developer at Boost2Business building ProfileDriver, a SaaS platform for automotive dealerships.

  3. Technical leader 2017–2023

    Principal Software Engineer at Computan, Solutions Architect at Integet on microservices and AWS, then backend technical lead at muSharp.

  4. Executive 2023–present

    CTO at Omnitech and COO at Innovation M Services—two concurrent executive roles covering technical strategy and company operations.

How the work runs

Problem at the base. Product at the top.

Code is the last step and the cheapest one to change. Every layer above rests on the decisions made below it.

Foundation

  1. Problem

    Start with the constraint that actually costs money, not the feature list.

  2. Strategy

    Decide what gets built, what gets bought and what gets deferred.

  3. Architecture

    Draw the boundaries early—they are the expensive part to move later.

Build

  1. Product

    Ship a version people can use before the roadmap gets a second opinion.

  2. Team

    Staff to the architecture. Ownership beats headcount.

Scale

  1. Delivery

    Three environments, a known cadence and no surprises at the deadline.

  2. Scale

    Make the second, tenth and hundredth deployment boring.

Selected work

See how the architecture handles real operating problems.

See All Work
Peaches project illustration

Peaches

Self-hosted, OpenAI-compatible LLM service for production captions, review responses, job content, and estimating workflows.

Omnitech CRM project illustration

Omnitech CRM

Multi-tenant CRM and revenue platform with fail-closed tenant isolation, scoped permissions, configurable pipelines, lead conversion, and legacy-data migration.

DinDin project illustration

DinDin

Complete restaurant technology suite connecting online ordering, POS, back-office operations, kitchen displays, customer displays, and marketplace orders.

Testimonials

What collaborators say.

01 / 04

“I recommend Muzammil for any backend development role. As a pivotal force in our projects at muSharp, they skillfully led sprint planning and execution, demonstrating exceptional project management abilities. Their technical leadership as the Backend Technical Lead was instrumental in overcoming complex challenges, ensuring the integrity and scalability of solutions. With a focus on data scraping expertise and custom module development in WordPress, Muzammil significantly contributed to the success and innovation of our business platform.”
Sijal HabibProduct Owner · muSharp Connect on LinkedIn ↗
“Muzammil is a great employee who dedicates himself to the project he is on. For almost 2 years he worked with my team to develop complicated web based applications related to the automotive industry. During that time he was able to not only meet the challenges we gave him, but also present unique and modern solutions that helped set our product apart in the marketplace. I would recommend Muzammil as a developer 100%.”
Nathaniel SchickLead Generation Marketing Consultant Connect on LinkedIn ↗
“Muzammil has been my colleague for over a year. We worked in a great team, when everyone was supportive and helping each other. He worked on a lot of complex projects, especially the one that was assigned to him as a Senior Developer working with the CodeIgniter Web Framework. Muzammil managed to handle his tasks with lots of professionalism and enthusiasm and making sure they are always delivered on time. He is always punctual, very responsive and we had a great work relationship overall.”
Marija AleksovskaSenior Solutions Engineer · JWX Connect on LinkedIn ↗
“Muhammad Muzammil is one of the most valuable people I have ever met. Through the time, we worked on various projects and I was impressed by his way of doing business. Careful and reliable .Net and PHP developer. Always punctual employee. I can highly recommend working with him. He is probably one of the best colleagues I've ever met in my life and one of the smartest co-workers I have ever worked with. He is real asset to any organization.”
Akhtar HassanSoftware Engineering Manager, Solution Architect Connect on LinkedIn ↗

Built for

Companies I have built for.

Questions and answers

Questions about Muhammad Muzammil Qureshi

Who is Muhammad Muzammil Qureshi?

Muhammad Muzammil Qureshi is an AI/ML Architect, Chief Technology Officer and Chief Operating Officer with 17 years in software engineering and 12 years leading engineering teams.

What kinds of technology platforms does he build?

He leads multi-tenant SaaS platforms, restaurant and point-of-sale systems, event ticketing, CRM products, systems integrations, and self-hosted AI infrastructure.

Does his work include web and mobile applications?

Yes. The portfolio includes administration portals, customer websites, APIs, native SwiftUI and Kotlin applications, React Native applications, and Android device software for restaurant operations.

Is MQ available for CTO advisory work?

Yes. Advisory and executive engagements can cover technology strategy, architecture, engineering leadership, systems integration, and AI platform planning, with scope agreed after an initial conversation.

Which technologies does MQ work with?

His core stack includes PHP, Laravel, REST APIs, multi-tenant and microservice architecture, JavaScript, Vue.js, React Native, Flutter, MySQL, AWS, CI/CD, self-hosted language models, and third-party platform integrations.

How does MQ support engineering teams and executive leadership?

He connects business priorities with technical execution by setting strategy, defining architecture, building accountable teams, improving delivery processes, establishing code-quality standards, and owning client outcomes from requirements through release.

What business and product problems can MQ help solve?

He helps shape product ideas into reliable systems, design multi-tenant SaaS platforms, replace incomplete off-the-shelf workflows with custom software, automate repeated work with AI, build mobile applications, and integrate systems that offer limited or no APIs.

How did MQ progress from software engineer to technology executive?

He began building PHP and .NET products in 2008, moved into engineering and team leadership, advanced through principal engineer, solutions architect, and backend technical-lead roles, and has served in concurrent CTO and COO positions since 2023.

How does MQ take a product from idea to scale?

The process starts with the costly business constraint, then moves through strategy, architecture, product scope, team ownership, disciplined delivery, and repeatable scaling. This keeps major decisions ahead of implementation and makes later deployments predictable.

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