Introducing the 4-Month AI FrameworkRead the guide

Ship production AI in 4 to 5 months and own every line of it

EdgeFirm is run by the engineers who write your code. No sales team, no vendor lock-in. Fixed price, quoted before we write a line.

Building enterprise AI since 2021. You'll talk to a technical founder on the first call, not an account executive.

  • Built by engineers, for engineers
  • No sales teams
  • Fixed price, quoted before we build
Tell us what you're trying to build. If we're not the right fit, we'll say so on the call.

Book a 30-minute discovery call

Why projects stall

Why enterprise AI projects stall, and how we avoid it

The problem

  • Long timelines that miss the market window
  • Lost in translation between the sales team and the developers
  • Proofs-of-concept that look great in a demo and never reach production
  • Open-ended hourly billing with no ceiling and no accountability
  • Offshore handoff to a rotating cast of junior developers

Our approach

  • 4 to 5 month delivery of production-ready systems, not pilots
  • You work directly with the technical founders who write the code
  • Built for production from day one, with security, monitoring, and audit trails
  • Fixed price, locked before a line of code is written
  • Complete codebase, full IP transfer, documentation, and a trained team
Why EdgeFirm

What you actually get No slide decks, no surprises.

01

Shipped in a single quarter

Harbinger's competitive-intelligence platform went from kickoff to production in 14 weeks, as reported by the client. Most engagements land in 4 to 5 months.

02

You own everything

Complete codebase, full IP transfer, full documentation, all credentials. No vendor lock-in. We succeed when you can run it without us.

03

Payback modeled before you sign

We quote a fixed number and model the payback for your process before you commit. Deloitte's 2025 survey found most firms take 2 to 4 years to see AI returns, so we size projects against savings you can verify.

04

No salespeople

Zero account executives. The person scoping your project is the person building it.

Customer story

Proof it ships. In production, not in a deck.

View all case studies
AI Customer Service Automation for UAE E-Commerce scenery
Eona.ae
E-COMMERCE & DELIVERY · WHATSAPP AI

AI Customer Service Automation for UAE E-Commerce

Read the case study

Result 01

Higher Efficiency

About 90% of customer queries are handled automatically by the bot, as reported by Eona.ae, cutting support costs by 70-80% with no additional agents hired.

Result 02

Faster Response Times

Initial customer response time dropped to under 30 seconds for most interactions, as reported by Eona.ae.

Result 03

Improved Customer Satisfaction

Customers appreciated real-time delivery updates and the convenience of support without needing to call or email.

Common questions

Before you book

Most engagements land between $40K and $100K. A focused build (one AI system, 1 to 2 integrations) runs $40K to $60K. An enterprise build (custom LLM or agent system, 3 to 5 integrations, compliance) runs $70K to $100K. We quote a fixed number before writing any code and we hold to it.

4 to 5 months for most systems, 3 to 4 for a focused build. We estimate from real engineering hours, not sales targets. If we can't deliver your project in that window, we'll tell you on the first call.

You get all of it. Complete codebase, full IP ownership, documentation, credentials, admin access, and a trained team who can maintain it. No vendor lock-in, no ongoing licence, no strings.

Built in from day one. We design with SOC 2 and GDPR guidance and host on AWS or Google Cloud. Where PHI is involved we use HIPAA-aligned safeguards with a signed BAA. Audit trails and monitoring start in week one.

No. It's 30 minutes with a technical founder to understand what you're building and whether we're a fit. We say no when we are not a fit.

Talk to the founders

Talk to the engineers who'd build it

30 minutes, no obligation. You'll leave with a ballpark timeline, an investment range, and a straight answer on whether we're the right fit.

No commitment · Typically replies within 1 business day