Built by Engineers
For Engineers

We're not your typical AI consultancy. No sales teams. No 18-month timelines. Just technical founders who write the code, understand your stack, and ship production-ready AI solutions in 4-5 months.

How EdgeFirm Started

EdgeFirm was founded in 2021 by Faisal and Usman—two engineers who were frustrated with how traditional consultancies approached AI projects.

The Problem

We'd watch companies spend $500K+ on AI "transformations" that took 18-24 months and often failed to launch. The disconnect was always the same:

  • Sales teams who didn't understand the technology made promises engineers couldn't keep
  • Generic solutions that ignored the client's actual tech stack and workflows
  • Endless pilots and POCs that never made it to production
  • 'Throw it over the wall' handoffs where clients were left with code they couldn't maintain

Our Solution

What if the people you talk to during sales are the same people who build your solution? What if we focused on shipping production-ready code in months, not years? What if we only took projects we knew we could deliver?

That's EdgeFirm.

Since 2021, we've delivered 50+ AI projects for clients across financial services, e-commerce, legal tech, and supply chain—with a 50% close rate because we're honest about what we can build and how long it takes.

Our Philosophy

1Technical founders handle everything from discovery to deployment
2Production-ready from day one, not 'rebuild this later' prototypes
34-5 month delivery timelines with measurable ROI
4Full code ownership and IP transfer to clients
"

We're engineers first. We write code, debug systems, and ship products. We just happen to be good at understanding business problems too.

Faisal & Usman, Co-Founders

The Team Behind EdgeFirm

F

Faisal Ashfaq

Co-Founder & Lead AI Architect

Background

  • 8+ years building AI/ML systems for enterprises
  • Previously: Led engineering teams at various tech companies
  • Specialization: LLM architectures, RAG systems, data pipelines

Technical Expertise

languages: Python, Node.js, JavaScript
AI/ML: OpenAI, Anthropic Claude, LangChain/LangGraph
cloud: AWS, GCP architecture and deployment
data: Vector databases, PostgreSQL, MongoDB
specialties: RAG implementations, agent systems, fine-tuning

Approach to Client Work

"I believe in over-communicating and under-promising. If we can't deliver your project in 4-6 months with measurable ROI, I'll tell you upfront. I'd rather lose a deal than build something that sits on a shelf."

When Not Coding

Reading about AI safety and exploring Toronto's food scene

U

Usman Ali

Co-Founder & Lead Full-Stack Engineer

Background

  • 8+ years in full-stack development and DevOps
  • Previously: Senior engineer at various tech companies
  • Specialization: System integration, API design, deployment automation

Technical Expertise

languages: Node.js, Python, JavaScript/TypeScript
frameworks: React, Next.js, FastAPI, Express
devops: Docker, Kubernetes, CI/CD pipelines
databases: PostgreSQL, MongoDB, Redis
specialties: API integrations, system architecture, scalability

Approach to Client Work

"The best code is code that works reliably and that your team can maintain after we're gone. I obsess over documentation, testing, and making systems maintainable—not just impressive."

When Not Coding

Automating my home and mentoring junior developers

The EdgeFirm Engineering Team

8

Full-Stack Engineers

Building scalable web and mobile applications with modern frameworks

ReactNext.jsNode.jsPython
4

AI/ML Specialists

Implementing custom LLMs, fine-tuning models, and building agent systems

RAG architecturesModel fine-tuningPrompt engineering
2

DevOps Engineers

Ensuring reliable deployments, monitoring, and infrastructure automation

DockerKubernetesCI/CDInfrastructure
0

Salespeople

Because the engineers who build your solution should be the ones you talk to from day one

Engineers handle everything from discovery to deployment

Distributed, Global Coverage

Toronto, Canada

Headquarters (EST)

New York, USA

US Support Line

Karachi, Pakistan

Development Center (PKT)

18+ hours of real-time availability daily

Our distributed setup gives us timezone coverage across North America, Europe, and Asia-Pacific

The EdgeFirm Difference

What makes working with technical founders better than traditional consultancies

1

NO 'LOST IN TRANSLATION'

Traditional Agency Process

Sales Team → Account Manager → Project Manager → Tech Lead → Developers → 'Wait, this isn't what we asked for'

EdgeFirm Process

Technical Founders → You → Direct Communication → Exactly What You Need

The Result:

  • 50% faster requirements gathering (no telephone game)
  • 80% fewer revision cycles (we understand the first time)
  • Zero miscommunication between 'sales' and 'delivery'
  • Technical questions answered immediately, not 'let me check with the team'

Real client feedback

"It was refreshing to talk to someone who actually understood our tech stack. No BS, no overpromising, just honest technical conversation."

2

REALISTIC TIMELINES, ALWAYS

The Result:

  • No surprise delays halfway through
  • No 'we need another 6 months' conversations
  • No scope creep (we scope carefully upfront)
  • Projects finish on time, on budget, 95% of the time
  • Clients appreciate the honesty, even when we say 'no'

Real client feedback

"Our 50% close rate isn't a weakness—it's honesty. If we can't deliver your project in 4-6 months with measurable ROI, we'll tell you upfront and refer you to someone who can."

3

PRODUCTION-READY FROM DAY ONE

The Result:

  • Security & compliance built in (encryption, auth from day one)
  • Monitoring & observability from week one
  • Documentation as we build (not 'we'll document it after')
  • Scalable architecture that grows with you (10x load without rewrites)
  • No 'let's rebuild this properly' phase that doubles timeline

Real client feedback

"We write code like we're the ones who'll be on-call for it at 3 AM. Because quality matters."

4

YOU OWN EVERYTHING

The Result:

  • Complete codebase in your GitHub/GitLab
  • Full IP ownership (no licensing fees, ever)
  • Comprehensive documentation and architecture diagrams
  • Trained team with live sessions and video recordings
  • All credentials and admin access (cloud, API keys, etc.)

Real client feedback

"This is the opposite of traditional consulting where they keep you dependent."

What We Stand For

These aren't just words on a wall. They guide every decision we make.

Trusted Technology Partners

We partner with leading technology providers to deliver best-in-class solutions

AWS Partner logo

AWS Partner

Certified

Cloud infrastructure and deployment expertise

  • Certified Solutions Architect
  • Experience with 50+ AWS deployments
  • EC2, RDS, S3, Lambda, ECS expertise
OpenAI logo

OpenAI

Experienced

GPT-4, embeddings, fine-tuning implementations

  • 30+ RAG systems built on OpenAI
  • Cost optimization expertise
  • Prompt engineering best practices
Anthropic Claude logo

Anthropic Claude

Specialist

Advanced reasoning models for complex tasks

  • Early adopter of Claude 3.5 Sonnet
  • Long-context use cases (100K+ tokens)
  • Privacy-focused deployments
LangChain logo

LangChain

Expert

Agent frameworks and orchestration

  • Complex multi-agent systems
  • Tool use and function calling
  • Production deployment experience
Upwork logo

Upwork

Top Rated Plus

5-star rating, 100% job success score

  • 50+ completed projects
  • $500K+ earned on platform
  • Top 3% of freelancers globally

Global Team, Local Support

We operate across three continents to provide round-the-clock coverage

Toronto

Canada

Headquarters

Primary Timezone

EST (UTC-5)

Thorncliffe Park Drive, Toronto, ON M4H 1L1, Canada

Coverage

  • US client support: 7 AM - 7 PM EST
  • Executive meetings and strategy calls
  • North American business hours fully covered
View on Google Maps →

New York

USA

US Support Line

Primary Timezone

Multiple Timezones

Coverage

  • Full US business hours (EST, CST, MST, PST)
  • Priority line for American clients
  • Same-day response guarantee

Karachi

Pakistan

Development Center

Primary Timezone

PKT (UTC+5)

Coverage

  • 24/7 development operations
  • Asia-Pacific client support
  • Overlap with US mornings (EST)
  • Core engineering and development

EdgeFirm By The Numbers

Real metrics from real projects

50+

Projects Delivered

Since 2021

50%

Close Rate

We're selective about what we build

4-5

Months

Average Project Timeline

$50K+

Typical Project Size

Enterprise-focused

100%

Client Satisfaction

Based on post-project surveys

8

Countries

Clients across North America, Europe, Middle East

0

Salespeople

Engineers handle everything

24/7

Development Coverage

Distributed team across timezones

Join the EdgeFirm Team

What We Look For:

  • 5+ years of professional development experience
  • Strong fundamentals (not just framework knowledge)
  • Self-directed and comfortable with ambiguity
  • Excellent written and verbal communication
  • Passion for building quality software
  • Ownership mindset

What We Offer:

  • Competitive compensation (market rate + profit sharing)
  • Fully remote (work from anywhere)
  • Flexible hours (results matter, not schedules)
  • 10% time for learning and development
  • Work on cutting-edge AI projects
  • Direct client interaction (not siloed development)

Not seeing your role? Send us your resume anyway. We're always open to exceptional talent.

View Open Positions