The EdgeFirm 4-month enterprise AI framework.
A practical enterprise AI strategy guide for teams that want working systems, not pilots. It's the same framework we use to ship production AI in 4 to 5 months.


What you get
A production system, not a pilot.
Timeline
A 4 to 5 month delivery plan
Case studies
From delivered projects
Checklist
Pre-project readiness
The 4-month framework, free. Built from close to 20 real projects: the decisions, phases, and pitfalls that decide whether AI ships.









Framework in action.
Field operations running on real-time intelligence.
UTILITIES · FIELD OPERATIONS
Four phases,one working system
No 18-month transformation. Each phase produces something real, and by the end you own a production system with a payback model agreed upfront.
Phase 1 · Understand & Assess
Gather data, pinpoint needs, define success metrics.
Phase 2 · Design & Conceptualize
Sketch solutions, create mockups, validate approach.
Phase 3 · Execute & Refine
Develop features, optimize functionality, iterate fast.
Phase 4 · Deliver & Support
Deploy product, provide maintenance, ensure success.
What you own at the end
Every engagement hands over a complete, documented system with no vendor lock-in, ever.
What's inside the framework
The free PDF is the same playbook our founders use on every project. No fluff; every section maps to a real decision.
From data auditto production in 4 to 5 months
The same cadence on every project: understand, design, build for production, then deliver and support, with weekly demos throughout.
Understand & Assess
Gather data, pinpoint needs, define success metrics.
Design & Conceptualize
Sketch solutions, create mockups, validate approach.
Execute & Refine
Develop features, optimize functionality, iterate fast.
Deliver & Support
Deploy product, provide maintenance, ensure success.
Questions before you start
An AI development company designs, builds, and deploys AI systems on your data and infrastructure. At EdgeFirm that covers four practice areas:
- Custom LLM applications: assistants and RAG systems grounded in your documents and data
- Intelligent process automation: customer service, reporting, and document workflows
- Decision intelligence: analytics your team can query in plain language
- AI agents: systems that plan, use tools, and act across your platforms
The difference from a consultancy is that we write and ship the code ourselves, and you own all of it at the end of the engagement.
Three reasons:
- We're technical founders, not a sales team passing requirements to developers. No communication overhead.
- We build for production from day one, not endless pilots. Your MVP is scalable code, not a prototype.
- We use proven frameworks (LangChain, OpenAI, AWS) instead of building everything custom. We innovate on your business logic, not infrastructure.
Typical custom AI builds take 5 to 16 weeks for agents and 3 to 6 months for enterprise systems, per published agency ranges. Our 4 to 5 month timeline sits inside that range because the engineers who scope the work also build it.
We break it into phases. Example: Instead of one long "AI transformation," we deliver:
- Months 1 to 4: Automate your top pain point and measure the result
- Months 5 to 8: Scale to the next 3 use cases based on what we learn
- Months 9 to 12: Full enterprise deployment
You get value at the end of each phase. If phase 1 does not deliver, you can stop before phase 2.
We integrate with what you have.
- Your team uses Salesforce, SAP, and custom internal tools? Perfect. We'll connect to them via APIs.
- You have data in 5 different databases? We'll unify it without migrating everything.
- You're on AWS but considering Azure? We're cloud-agnostic.
We only recommend "rip and replace" when your existing system is actively blocking progress. And we'll prove it with data before suggesting it.
You own everything: code, data, infrastructure, IP. Three options for ongoing support:
- Full handoff: We train your team, document everything, you manage it internally. (30 days post-launch support included)
- Retainer support: We monitor performance, add features, handle emergencies. (15 to 20% of project cost per year)
- Full managed service: We run it as your outsourced AI team. (Custom pricing)
Most clients start with option 1 and move to option 2 after 6 to 12 months when they want to add features.
Security and compliance are built in from week one, not added later. Our standard practices:
- Designed with SOC 2 guidance, hosted on AWS or Google Cloud
- Designed for GDPR and CCPA requirements
- HIPAA-aligned safeguards with a signed BAA where PHI is involved
- End-to-end encryption for data in transit and at rest
- Role-based access control (RBAC)
- Audit logging
- Security reviews and penetration testing where scoped
For regulated industries (finance, healthcare), we work with your compliance team from day one to ensure we meet your specific requirements. We also sign NDAs and BAAs as standard practice.
Projects start from $20K, and calls and scoping are free until you get a proposal. The price depends on five things:
- Length of the build
- Features and integrations
- Team size (engineers and a project manager)
- Timeline and priority
- Level of polish (testing, compliance, uptime)
We model payback for your process in discovery. Deloitte's 2025 survey found most firms take 2 to 4 years to see satisfactory AI returns, so we size projects against savings you can verify. Unlike hourly billing, we quote fixed-price for defined scope. You know the total investment upfront. If $20K is more than you can commit right now, tell us. A proof of concept can cost far less, sized to what it needs to prove.
Yes. Our team covers business hours from Australia to the US.
- Our team: Karachi, Pakistan (PKT)
- Registered companies: USA, UK and Pakistan
- US Support: Available Monday to Friday in your time zone
- UK/EU: Overlap during business hours
- UAE/Australia: Morning coverage via Pakistan team
For critical projects, we assign a dedicated engineer in your timezone for real-time collaboration. All communication happens via Slack/Teams (your choice), with daily standups and weekly stakeholder reviews.
Get AI live in months, not years.
Book a 30-minute strategy call with the founders who will write your code.
